[2025-12-29T20:15:03.265334] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-29T20:15:03.435398] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-29T20:15:03.607269] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-29T20:15:03.777121] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-29T20:15:03.777592] [WARN ] [STATE     ] State set to: WAITING
[2025-12-29T20:15:03.777651] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-29T20:15:03.847821] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-29T20:15:03.852692] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-29), and is a dependency of this service.
[2025-12-29T20:15:03.921281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-29T20:15:03.989370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-29T20:15:04.057328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-29T20:15:04.057641] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-29T20:15:04.057711] [INFO ] [CACHE     ] Starting cache update
[2025-12-29T20:15:04.057752] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-29T20:15:04.062153] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-29T20:15:04.062505] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-29T20:15:04.062551] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-29T20:15:04.062601] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-29T20:15:04.062638] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-29T20:15:04.130946] [DEBUG] [REMOTE    ] Fetched 3546 unique symbols from directory listing.
[2025-12-29T20:15:04.139559] [INFO ] [sig       ] Skipping 3546 symbols with existing configuration
[2025-12-29T20:15:04.139711] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-29T20:15:04.141463] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-29T20:15:04.141511] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-29T20:15:04.255806] [DEBUG] [REMOTE    ] Fetched 3546 unique symbols from directory listing.
[2025-12-29T20:15:04.259852] [INFO ] [sig       ] Found 3546 active symbols to forecast
[2025-12-29T20:15:04.262790] [INFO ] [sig       ] [1/3546] Forecasting A...
[2025-12-29T20:15:04.262841] [INFO ] [sig       ] Generating forecast for: A
[2025-12-29T20:15:04.262878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-29T20:15:04.275768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-29T20:15:04.276095] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-29T20:15:04.277037] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-29T20:15:04.277092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:04.277124] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:04.277152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:04.277214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:04.334737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:04.335534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:04.335652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:04.335688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:04.460406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:04.460584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:04.460630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:04.460676] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:04.464354] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=54.58%)
[2025-12-29T20:15:04.464671] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-29T20:15:04.464812] [INFO ] [sig       ] A: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:04.609345] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/A.txt
[2025-12-29T20:15:04.609496] [INFO ] [sig       ] [1/3546] Completed A in 0.3s | 2.88 sym/s | Total: 0.3s | ETA: 20.5m
[2025-12-29T20:15:04.609537] [INFO ] [sig       ] [2/3546] Forecasting AAL...
[2025-12-29T20:15:04.609592] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-29T20:15:04.609628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-29T20:15:04.621808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-29T20:15:04.622084] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-29T20:15:04.622934] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-29T20:15:04.622987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:04.623020] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:04.623047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:04.623106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:04.681310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:04.681943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:04.682033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:04.682066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:04.806771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:04.806934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:04.806983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:04.807015] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:04.810718] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=62.07%)
[2025-12-29T20:15:04.811022] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-29T20:15:04.811166] [INFO ] [sig       ] AAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:04.952165] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AAL.txt
[2025-12-29T20:15:04.952299] [INFO ] [sig       ] [2/3546] Completed AAL in 0.3s | 2.90 sym/s | Total: 0.7s | ETA: 20.4m
[2025-12-29T20:15:04.952346] [INFO ] [sig       ] [3/3546] Forecasting AAOI...
[2025-12-29T20:15:04.952376] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-29T20:15:04.952413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-29T20:15:04.964176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-29T20:15:04.964491] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-29T20:15:04.965307] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-29T20:15:04.965360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:04.965390] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:04.965416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:04.965474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:05.023513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:05.024275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:05.024398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:05.024444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:05.147688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:05.147836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:05.147875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:05.147904] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:05.151403] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=43.00%)
[2025-12-29T20:15:05.151706] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-29T20:15:05.151839] [INFO ] [sig       ] AAOI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:05.292623] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AAOI.txt
[2025-12-29T20:15:05.292741] [INFO ] [sig       ] [3/3546] Completed AAOI in 0.3s | 2.91 sym/s | Total: 1.0s | ETA: 20.3m
[2025-12-29T20:15:05.292780] [INFO ] [sig       ] [4/3546] Forecasting AAON...
[2025-12-29T20:15:05.292811] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-29T20:15:05.292841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-29T20:15:05.316834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-29T20:15:05.317132] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-29T20:15:05.317943] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-29T20:15:05.317995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:05.318027] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:05.318054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:05.318113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:05.376041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:05.376663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:05.376740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:05.376773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:05.495823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:05.495971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:05.496009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:05.496037] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:05.499515] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=68.83%)
[2025-12-29T20:15:05.499823] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-29T20:15:05.499960] [INFO ] [sig       ] AAON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:05.639677] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AAON.txt
[2025-12-29T20:15:05.639802] [INFO ] [sig       ] [4/3546] Completed AAON in 0.3s | 2.90 sym/s | Total: 1.4s | ETA: 20.3m
[2025-12-29T20:15:05.639841] [INFO ] [sig       ] [5/3546] Forecasting AAP...
[2025-12-29T20:15:05.639871] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-29T20:15:05.639901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-29T20:15:05.651664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-29T20:15:05.651930] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-29T20:15:05.652780] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-29T20:15:05.652832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:05.652863] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:05.652890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:05.652957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:05.712125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:05.712746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:05.712825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:05.712857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:05.830830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:05.830949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:05.830984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:05.831012] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:05.834286] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-29T20:15:05.834567] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-29T20:15:05.834718] [INFO ] [sig       ] AAP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:05.976242] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AAP.txt
[2025-12-29T20:15:05.976368] [INFO ] [sig       ] [5/3546] Completed AAP in 0.3s | 2.92 sym/s | Total: 1.7s | ETA: 20.2m
[2025-12-29T20:15:05.976406] [INFO ] [sig       ] [6/3546] Forecasting AAPB...
[2025-12-29T20:15:05.976435] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-29T20:15:05.976464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-29T20:15:05.989090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-29T20:15:05.989531] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-29T20:15:05.990520] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-29T20:15:05.990599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:05.990642] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:05.990670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:05.990728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:06.059946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:06.060831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:06.060917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:06.060950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:06.191628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:06.191797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:06.192033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:06.192068] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:06.196168] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-29T20:15:06.196504] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-29T20:15:06.196694] [INFO ] [sig       ] AAPB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:06.371074] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AAPB.txt
[2025-12-29T20:15:06.371275] [INFO ] [sig       ] [6/3546] Completed AAPB in 0.4s | 2.85 sym/s | Total: 2.1s | ETA: 20.7m
[2025-12-29T20:15:06.371319] [INFO ] [sig       ] [7/3546] Forecasting AAPD...
[2025-12-29T20:15:06.371351] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-29T20:15:06.371381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-29T20:15:06.385024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-29T20:15:06.385397] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-29T20:15:06.386413] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-29T20:15:06.386478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:06.386511] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:06.386539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:06.386622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:06.462216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:06.463125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:06.463213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:06.463247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:06.614969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:06.615127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:06.615180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:06.615222] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:06.619505] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-29T20:15:06.619877] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-29T20:15:06.620035] [INFO ] [sig       ] AAPD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:06.767655] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AAPD.txt
[2025-12-29T20:15:06.767798] [INFO ] [sig       ] [7/3546] Completed AAPD in 0.4s | 2.79 sym/s | Total: 2.5s | ETA: 21.1m
[2025-12-29T20:15:06.767837] [INFO ] [sig       ] [8/3546] Forecasting AAPL...
[2025-12-29T20:15:06.767867] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-29T20:15:06.768085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-29T20:15:06.781261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-29T20:15:06.781598] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-29T20:15:06.782408] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-29T20:15:06.782462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:06.782493] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:06.782521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:06.782605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:06.840597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:06.841357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:06.841437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:06.841470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:06.966261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:06.966415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:06.966455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:06.966483] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:06.969902] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-29T20:15:06.970192] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-29T20:15:06.970327] [INFO ] [sig       ] AAPL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:07.111124] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AAPL.txt
[2025-12-29T20:15:07.111277] [INFO ] [sig       ] [8/3546] Completed AAPL in 0.3s | 2.81 sym/s | Total: 2.8s | ETA: 21.0m
[2025-12-29T20:15:07.111319] [INFO ] [sig       ] [9/3546] Forecasting AAXJ...
[2025-12-29T20:15:07.111348] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-29T20:15:07.111379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-29T20:15:07.122638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-29T20:15:07.122953] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-29T20:15:07.123784] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-29T20:15:07.123837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:07.123869] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:07.123896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:07.123954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:07.184657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:07.185522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:07.185628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:07.185663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:07.307245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:07.307397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:07.307436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:07.307465] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:07.310922] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-29T20:15:07.311214] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-29T20:15:07.311350] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:07.473384] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AAXJ.txt
[2025-12-29T20:15:07.473563] [INFO ] [sig       ] [9/3546] Completed AAXJ in 0.4s | 2.80 sym/s | Total: 3.2s | ETA: 21.0m
[2025-12-29T20:15:07.473639] [INFO ] [sig       ] [10/3546] Forecasting AB...
[2025-12-29T20:15:07.473672] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-29T20:15:07.473706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-29T20:15:07.486682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-29T20:15:07.487096] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-29T20:15:07.488043] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-29T20:15:07.488098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:07.488160] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:07.488190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:07.488252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:07.552846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:07.553804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:07.553893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:07.553927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:07.704862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:07.705050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:07.705112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:07.705160] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:07.710497] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-29T20:15:07.710956] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-29T20:15:07.711147] [INFO ] [sig       ] AB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:07.943993] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AB.txt
[2025-12-29T20:15:07.944266] [INFO ] [sig       ] [10/3546] Completed AB in 0.5s | 2.72 sym/s | Total: 3.7s | ETA: 21.7m
[2025-12-29T20:15:07.944344] [INFO ] [sig       ] [11/3546] Forecasting ABCB...
[2025-12-29T20:15:07.944395] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-29T20:15:07.944445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-29T20:15:07.959115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-29T20:15:07.959560] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-29T20:15:07.960542] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-29T20:15:07.960629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:07.960664] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:07.960694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:07.960758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:08.040369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:08.041402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:08.041503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:08.041538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:08.197741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:08.197909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:08.197951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:08.197980] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:08.202653] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-29T20:15:08.203129] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-29T20:15:08.203357] [INFO ] [sig       ] ABCB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:08.388227] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ABCB.txt
[2025-12-29T20:15:08.388447] [INFO ] [sig       ] [11/3546] Completed ABCB in 0.4s | 2.67 sym/s | Total: 4.1s | ETA: 22.1m
[2025-12-29T20:15:08.388501] [INFO ] [sig       ] [12/3546] Forecasting ABCL...
[2025-12-29T20:15:08.388538] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-29T20:15:08.388595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-29T20:15:08.402516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-29T20:15:08.403006] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-29T20:15:08.404089] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-29T20:15:08.404151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:08.404190] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:08.404222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:08.404295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:08.487180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:08.488390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:08.488526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:08.488568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:08.631840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:08.632011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:08.632053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:08.632081] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:08.636484] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=73.78%)
[2025-12-29T20:15:08.636957] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-29T20:15:08.637137] [INFO ] [sig       ] ABCL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:08.829626] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ABCL.txt
[2025-12-29T20:15:08.829863] [INFO ] [sig       ] [12/3546] Completed ABCL in 0.4s | 2.63 sym/s | Total: 4.6s | ETA: 22.4m
[2025-12-29T20:15:08.829928] [INFO ] [sig       ] [13/3546] Forecasting ABEO...
[2025-12-29T20:15:08.829973] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-29T20:15:08.830022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-29T20:15:08.844534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-29T20:15:08.845013] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-29T20:15:08.846073] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-29T20:15:08.846131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:08.846164] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:08.846191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:08.846251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:08.910121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:08.911092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:08.911209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:08.911255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:09.043240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:09.043421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:09.043463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:09.043528] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:09.047496] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-29T20:15:09.047922] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-29T20:15:09.048095] [INFO ] [sig       ] ABEO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:09.200214] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ABEO.txt
[2025-12-29T20:15:09.200374] [INFO ] [sig       ] [13/3546] Completed ABEO in 0.4s | 2.63 sym/s | Total: 4.9s | ETA: 22.4m
[2025-12-29T20:15:09.200416] [INFO ] [sig       ] [14/3546] Forecasting ABG...
[2025-12-29T20:15:09.200446] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-29T20:15:09.200477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-29T20:15:09.212468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-29T20:15:09.212873] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-29T20:15:09.213762] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-29T20:15:09.213817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:09.213850] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:09.213878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:09.213937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:09.278310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:09.279252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:09.279360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:09.279406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:09.405994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:09.406170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:09.406210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:09.406239] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:09.410132] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-29T20:15:09.410538] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-29T20:15:09.410743] [INFO ] [sig       ] ABG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:09.583350] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ABG.txt
[2025-12-29T20:15:09.583501] [INFO ] [sig       ] [14/3546] Completed ABG in 0.4s | 2.63 sym/s | Total: 5.3s | ETA: 22.4m
[2025-12-29T20:15:09.583548] [INFO ] [sig       ] [15/3546] Forecasting ABL...
[2025-12-29T20:15:09.583600] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-29T20:15:09.583634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-29T20:15:09.595600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-29T20:15:09.595951] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-29T20:15:09.596877] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-29T20:15:09.596932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:09.596963] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:09.596989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:09.597049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:09.667706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:09.669327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:09.669444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:09.669485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:09.795092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:09.795252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:09.795290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:09.795318] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:09.798987] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-12-29T20:15:09.799319] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-29T20:15:09.799462] [INFO ] [sig       ] ABL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:09.945672] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ABL.txt
[2025-12-29T20:15:09.945839] [INFO ] [sig       ] [15/3546] Completed ABL in 0.4s | 2.64 sym/s | Total: 5.7s | ETA: 22.3m
[2025-12-29T20:15:09.945879] [INFO ] [sig       ] [16/3546] Forecasting ABM...
[2025-12-29T20:15:09.945910] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-29T20:15:09.945942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-29T20:15:09.958328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-29T20:15:09.958790] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-29T20:15:09.959702] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-29T20:15:09.959757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:09.959788] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:09.959814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:09.959873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:10.025492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:10.026682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:10.026773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:10.026805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:10.150743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:10.150900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:10.150941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:10.150971] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:10.154694] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=67.25%)
[2025-12-29T20:15:10.155052] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-29T20:15:10.155198] [INFO ] [sig       ] ABM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:10.313488] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ABM.txt
[2025-12-29T20:15:10.313669] [INFO ] [sig       ] [16/3546] Completed ABM in 0.4s | 2.64 sym/s | Total: 6.1s | ETA: 22.2m
[2025-12-29T20:15:10.313711] [INFO ] [sig       ] [17/3546] Forecasting ABNB...
[2025-12-29T20:15:10.313740] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-29T20:15:10.313770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-29T20:15:10.326375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-29T20:15:10.326805] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-29T20:15:10.327693] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-29T20:15:10.327748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:10.327780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:10.327806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:10.327863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:10.387631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:10.388552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:10.388659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:10.388694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:10.515150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:10.515329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:10.515380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:10.515410] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:10.519066] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=55.99%)
[2025-12-29T20:15:10.519433] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-29T20:15:10.519599] [INFO ] [sig       ] ABNB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:10.666716] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ABNB.txt
[2025-12-29T20:15:10.666880] [INFO ] [sig       ] [17/3546] Completed ABNB in 0.4s | 2.65 sym/s | Total: 6.4s | ETA: 22.2m
[2025-12-29T20:15:10.666922] [INFO ] [sig       ] [18/3546] Forecasting ABOS...
[2025-12-29T20:15:10.666954] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-29T20:15:10.666984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-29T20:15:10.678976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-29T20:15:10.679392] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-29T20:15:10.680335] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-29T20:15:10.680393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:10.680438] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:10.680466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:10.680526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:10.753215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:10.754151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:10.754238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:10.754272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:10.879136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:10.879294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:10.879334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:10.879363] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:10.883551] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-29T20:15:10.883877] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-29T20:15:10.884010] [INFO ] [sig       ] ABOS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:11.029282] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ABOS.txt
[2025-12-29T20:15:11.029444] [INFO ] [sig       ] [18/3546] Completed ABOS in 0.4s | 2.66 sym/s | Total: 6.8s | ETA: 22.1m
[2025-12-29T20:15:11.029486] [INFO ] [sig       ] [19/3546] Forecasting ABSI...
[2025-12-29T20:15:11.029515] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-29T20:15:11.029545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-29T20:15:11.041677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-29T20:15:11.042049] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-29T20:15:11.042872] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-29T20:15:11.042925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:11.042957] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:11.042983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:11.043041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:11.101967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:11.102867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:11.102951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:11.102982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:11.226199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:11.226355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:11.226393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:11.226421] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:11.229932] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-29T20:15:11.230221] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-29T20:15:11.230349] [INFO ] [sig       ] ABSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:11.375246] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ABSI.txt
[2025-12-29T20:15:11.375374] [INFO ] [sig       ] [19/3546] Completed ABSI in 0.3s | 2.67 sym/s | Total: 7.1s | ETA: 22.0m
[2025-12-29T20:15:11.375414] [INFO ] [sig       ] [20/3546] Forecasting ABUS...
[2025-12-29T20:15:11.375443] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-29T20:15:11.375472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-29T20:15:11.386978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-29T20:15:11.387241] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-29T20:15:11.388054] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-29T20:15:11.388106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:11.388138] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:11.388166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:11.388224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:11.446405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:11.447051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:11.447157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:11.447190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:11.564750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:11.564901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:11.564940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:11.564968] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:11.568412] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-12-29T20:15:11.568739] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-29T20:15:11.568899] [INFO ] [sig       ] ABUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:11.709497] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ABUS.txt
[2025-12-29T20:15:11.709640] [INFO ] [sig       ] [20/3546] Completed ABUS in 0.3s | 2.69 sym/s | Total: 7.4s | ETA: 21.9m
[2025-12-29T20:15:11.709680] [INFO ] [sig       ] [21/3546] Forecasting ABVC...
[2025-12-29T20:15:11.709711] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-29T20:15:11.709740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-29T20:15:11.720705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-29T20:15:11.720980] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-29T20:15:11.721785] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-29T20:15:11.721841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:11.721872] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:11.721898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:11.721956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:11.779541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:11.780361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:11.780442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:11.780475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:11.900050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:11.900187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:11.900225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:11.900254] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:11.903639] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-29T20:15:11.903921] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-29T20:15:11.904049] [INFO ] [sig       ] ABVC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:12.043449] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ABVC.txt
[2025-12-29T20:15:12.043598] [INFO ] [sig       ] [21/3546] Completed ABVC in 0.3s | 2.70 sym/s | Total: 7.8s | ETA: 21.8m
[2025-12-29T20:15:12.043645] [INFO ] [sig       ] [22/3546] Forecasting ABVE...
[2025-12-29T20:15:12.043675] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-29T20:15:12.043704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-29T20:15:12.054994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-29T20:15:12.055299] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-29T20:15:12.056127] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-29T20:15:12.056179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:12.056210] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:12.056236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:12.056293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:12.114134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:12.114754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:12.114831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:12.114863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:12.233167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:12.233284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:12.233322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:12.233350] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:12.236649] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-29T20:15:12.236930] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-29T20:15:12.237059] [INFO ] [sig       ] ABVE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:12.376215] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ABVE.txt
[2025-12-29T20:15:12.376329] [INFO ] [sig       ] [22/3546] Completed ABVE in 0.3s | 2.71 sym/s | Total: 8.1s | ETA: 21.7m
[2025-12-29T20:15:12.376366] [INFO ] [sig       ] [23/3546] Forecasting ABVX...
[2025-12-29T20:15:12.376395] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-29T20:15:12.376424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-29T20:15:12.387508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-29T20:15:12.387800] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-29T20:15:12.388602] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-29T20:15:12.388655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:12.388687] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:12.388714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:12.388797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:12.445620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:12.446233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:12.446310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:12.446341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:12.566175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:12.566345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:12.566393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:12.566423] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:12.570010] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=60.90%)
[2025-12-29T20:15:12.570332] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-29T20:15:12.570486] [INFO ] [sig       ] ABVX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:12.712853] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ABVX.txt
[2025-12-29T20:15:12.713055] [INFO ] [sig       ] [23/3546] Completed ABVX in 0.3s | 2.72 sym/s | Total: 8.5s | ETA: 21.6m
[2025-12-29T20:15:12.713097] [INFO ] [sig       ] [24/3546] Forecasting ACA...
[2025-12-29T20:15:12.713128] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-29T20:15:12.713158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-29T20:15:12.724957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-29T20:15:12.725318] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-29T20:15:12.726147] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-29T20:15:12.726199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:12.726230] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:12.726256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:12.726313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:12.783315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:12.784229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:12.784316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:12.784348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:12.904328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:12.904482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:12.904521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:12.904549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:12.908004] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-29T20:15:12.908304] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-29T20:15:12.908440] [INFO ] [sig       ] ACA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:13.049232] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACA.txt
[2025-12-29T20:15:13.049359] [INFO ] [sig       ] [24/3546] Completed ACA in 0.3s | 2.73 sym/s | Total: 8.8s | ETA: 21.5m
[2025-12-29T20:15:13.049398] [INFO ] [sig       ] [25/3546] Forecasting ACAD...
[2025-12-29T20:15:13.049427] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-29T20:15:13.049457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-29T20:15:13.060369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-29T20:15:13.060663] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-29T20:15:13.061445] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-29T20:15:13.061496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:13.061527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:13.061554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:13.061633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:13.119078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:13.119695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:13.119773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:13.119804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:13.237605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:13.237716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:13.237753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:13.237794] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:13.244834] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-12-29T20:15:13.245171] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-29T20:15:13.245311] [INFO ] [sig       ] ACAD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:13.384950] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACAD.txt
[2025-12-29T20:15:13.385079] [INFO ] [sig       ] [25/3546] Completed ACAD in 0.3s | 2.74 sym/s | Total: 9.1s | ETA: 21.4m
[2025-12-29T20:15:13.385117] [INFO ] [sig       ] [26/3546] Forecasting ACB...
[2025-12-29T20:15:13.385146] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-29T20:15:13.385174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-29T20:15:13.396750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-29T20:15:13.397025] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-29T20:15:13.397845] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-29T20:15:13.397900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:13.397930] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:13.397956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:13.398014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:13.454447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:13.455056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:13.455142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:13.455176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:13.576283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:13.576431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:13.576469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:13.576498] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:13.579929] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-12-29T20:15:13.580219] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-29T20:15:13.580347] [INFO ] [sig       ] ACB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:13.721998] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACB.txt
[2025-12-29T20:15:13.722159] [INFO ] [sig       ] [26/3546] Completed ACB in 0.3s | 2.75 sym/s | Total: 9.5s | ETA: 21.3m
[2025-12-29T20:15:13.722200] [INFO ] [sig       ] [27/3546] Forecasting ACCO...
[2025-12-29T20:15:13.722229] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-29T20:15:13.722259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-29T20:15:13.734353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-29T20:15:13.734765] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-29T20:15:13.735702] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-29T20:15:13.735757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:13.735817] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:13.735847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:13.735908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:13.794923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:13.795815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:13.795905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:13.795954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:13.916698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:13.916830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:13.916867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:13.916895] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:13.920213] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=44.32%)
[2025-12-29T20:15:13.920487] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-29T20:15:13.920633] [INFO ] [sig       ] ACCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:14.068253] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACCO.txt
[2025-12-29T20:15:14.068449] [INFO ] [sig       ] [27/3546] Completed ACCO in 0.3s | 2.75 sym/s | Total: 9.8s | ETA: 21.3m
[2025-12-29T20:15:14.068493] [INFO ] [sig       ] [28/3546] Forecasting ACDC...
[2025-12-29T20:15:14.068522] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-29T20:15:14.068552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-29T20:15:14.080171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-29T20:15:14.080469] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-29T20:15:14.081314] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-29T20:15:14.081366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:14.081397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:14.081424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:14.081481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:14.139420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:14.140308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:14.140389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:14.140420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:14.251980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:14.252108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:14.252146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:14.252175] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:14.255535] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-29T20:15:14.255824] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-29T20:15:14.255953] [INFO ] [sig       ] ACDC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:14.398715] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACDC.txt
[2025-12-29T20:15:14.398869] [INFO ] [sig       ] [28/3546] Completed ACDC in 0.3s | 2.76 sym/s | Total: 10.1s | ETA: 21.2m
[2025-12-29T20:15:14.398909] [INFO ] [sig       ] [29/3546] Forecasting ACEL...
[2025-12-29T20:15:14.398938] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-29T20:15:14.398968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-29T20:15:14.410492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-29T20:15:14.410801] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-29T20:15:14.411607] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-29T20:15:14.411659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:14.411691] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:14.411727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:14.411786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:14.469275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:14.469926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:14.470011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:14.470044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:14.588476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:14.588645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:14.588685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:14.588714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:14.592239] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-29T20:15:14.592556] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-29T20:15:14.592715] [INFO ] [sig       ] ACEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:14.736255] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACEL.txt
[2025-12-29T20:15:14.736414] [INFO ] [sig       ] [29/3546] Completed ACEL in 0.3s | 2.77 sym/s | Total: 10.5s | ETA: 21.2m
[2025-12-29T20:15:14.736453] [INFO ] [sig       ] [30/3546] Forecasting ACGL...
[2025-12-29T20:15:14.736482] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-29T20:15:14.736514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-29T20:15:14.748545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-29T20:15:14.749025] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-29T20:15:14.750029] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-29T20:15:14.750084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:14.750115] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:14.750141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:14.750199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:14.822113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:14.823536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:14.823669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:14.823723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:14.945915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:14.946068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:14.946107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:14.946184] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:14.949659] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-29T20:15:14.949936] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-29T20:15:14.950071] [INFO ] [sig       ] ACGL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:15.088670] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACGL.txt
[2025-12-29T20:15:15.088820] [INFO ] [sig       ] [30/3546] Completed ACGL in 0.4s | 2.77 sym/s | Total: 10.8s | ETA: 21.1m
[2025-12-29T20:15:15.088860] [INFO ] [sig       ] [31/3546] Forecasting ACGLN...
[2025-12-29T20:15:15.088894] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-29T20:15:15.088926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-29T20:15:15.100753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-29T20:15:15.101022] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-29T20:15:15.101849] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-29T20:15:15.101906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:15.101938] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:15.101963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:15.102021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:15.159413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:15.160324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:15.160408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:15.160441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:15.279000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:15.279154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:15.279193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:15.279222] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:15.282804] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-12-29T20:15:15.283078] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-29T20:15:15.283211] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:15.422922] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACGLN.txt
[2025-12-29T20:15:15.423075] [INFO ] [sig       ] [31/3546] Completed ACGLN in 0.3s | 2.78 sym/s | Total: 11.2s | ETA: 21.1m
[2025-12-29T20:15:15.423114] [INFO ] [sig       ] [32/3546] Forecasting ACGLO...
[2025-12-29T20:15:15.423143] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-29T20:15:15.423174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-29T20:15:15.434933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-29T20:15:15.435331] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-29T20:15:15.436176] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-29T20:15:15.436229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:15.436260] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:15.436286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:15.436344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:15.493825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:15.494694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:15.494778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:15.494812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:15.614351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:15.614523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:15.614583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:15.614618] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:15.618162] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-12-29T20:15:15.618445] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-29T20:15:15.618589] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:15.758122] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACGLO.txt
[2025-12-29T20:15:15.758267] [INFO ] [sig       ] [32/3546] Completed ACGLO in 0.3s | 2.78 sym/s | Total: 11.5s | ETA: 21.0m
[2025-12-29T20:15:15.758308] [INFO ] [sig       ] [33/3546] Forecasting ACHC...
[2025-12-29T20:15:15.758337] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-29T20:15:15.758374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-29T20:15:15.770082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-29T20:15:15.770421] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-29T20:15:15.771232] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-29T20:15:15.771285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:15.771316] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:15.771342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:15.771399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:15.830287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:15.831182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:15.831269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:15.831303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:15.952750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:15.952900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:15.952939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:15.952966] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:15.956354] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-29T20:15:15.956668] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-29T20:15:15.956810] [INFO ] [sig       ] ACHC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:16.097063] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACHC.txt
[2025-12-29T20:15:16.097198] [INFO ] [sig       ] [33/3546] Completed ACHC in 0.3s | 2.79 sym/s | Total: 11.8s | ETA: 21.0m
[2025-12-29T20:15:16.097238] [INFO ] [sig       ] [34/3546] Forecasting ACI...
[2025-12-29T20:15:16.097267] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-29T20:15:16.097296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-29T20:15:16.109314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-29T20:15:16.109615] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-29T20:15:16.110402] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-29T20:15:16.110454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:16.110485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:16.110512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:16.110593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:16.168609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:16.169264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:16.169344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:16.169376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:16.289436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:16.289605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:16.289648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:16.289678] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:16.293163] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-29T20:15:16.293448] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-29T20:15:16.293600] [INFO ] [sig       ] ACI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:16.437993] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACI.txt
[2025-12-29T20:15:16.438132] [INFO ] [sig       ] [34/3546] Completed ACI in 0.3s | 2.79 sym/s | Total: 12.2s | ETA: 21.0m
[2025-12-29T20:15:16.438172] [INFO ] [sig       ] [35/3546] Forecasting ACIC...
[2025-12-29T20:15:16.438202] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-29T20:15:16.438231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-29T20:15:16.450118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-29T20:15:16.450393] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-29T20:15:16.451208] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-29T20:15:16.451261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:16.451292] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:16.451319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:16.451376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:16.509261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:16.510071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:16.510155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:16.510187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:16.628709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:16.628884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:16.628925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:16.628953] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:16.632367] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2025-12-29T20:15:16.632676] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-29T20:15:16.632812] [INFO ] [sig       ] ACIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:16.773955] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACIC.txt
[2025-12-29T20:15:16.774108] [INFO ] [sig       ] [35/3546] Completed ACIC in 0.3s | 2.80 sym/s | Total: 12.5s | ETA: 20.9m
[2025-12-29T20:15:16.774149] [INFO ] [sig       ] [36/3546] Forecasting ACLS...
[2025-12-29T20:15:16.774177] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-29T20:15:16.774205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-29T20:15:16.785994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-29T20:15:16.786275] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-29T20:15:16.787086] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-29T20:15:16.787138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:16.787169] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:16.787195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:16.787252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:16.846344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:16.847056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:16.847139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:16.847172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:16.968441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:16.968605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:16.968666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:16.968711] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:16.972117] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-12-29T20:15:16.972391] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-29T20:15:16.972518] [INFO ] [sig       ] ACLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:17.117006] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACLS.txt
[2025-12-29T20:15:17.117336] [INFO ] [sig       ] [36/3546] Completed ACLS in 0.3s | 2.80 sym/s | Total: 12.9s | ETA: 20.9m
[2025-12-29T20:15:17.117377] [INFO ] [sig       ] [37/3546] Forecasting ACLX...
[2025-12-29T20:15:17.117406] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-29T20:15:17.117435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-29T20:15:17.130494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-29T20:15:17.130779] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-29T20:15:17.131779] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-29T20:15:17.131832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:17.131864] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:17.131891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:17.131958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:17.205002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:17.206140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:17.206280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:17.206332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:17.332193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:17.332353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:17.332393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:17.332426] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:17.336171] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-12-29T20:15:17.336477] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-29T20:15:17.336635] [INFO ] [sig       ] ACLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:17.481548] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACLX.txt
[2025-12-29T20:15:17.481716] [INFO ] [sig       ] [37/3546] Completed ACLX in 0.4s | 2.80 sym/s | Total: 13.2s | ETA: 20.9m
[2025-12-29T20:15:17.481756] [INFO ] [sig       ] [38/3546] Forecasting ACM...
[2025-12-29T20:15:17.481787] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-29T20:15:17.481817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-29T20:15:17.494805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-29T20:15:17.495258] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-29T20:15:17.496135] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-29T20:15:17.496188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:17.496220] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:17.496245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:17.496303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:17.554126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:17.555056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:17.555146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:17.555181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:17.675057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:17.675220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:17.675259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:17.675286] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:17.678744] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-29T20:15:17.679050] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-29T20:15:17.679186] [INFO ] [sig       ] ACM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:17.820229] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACM.txt
[2025-12-29T20:15:17.820382] [INFO ] [sig       ] [38/3546] Completed ACM in 0.3s | 2.80 sym/s | Total: 13.6s | ETA: 20.9m
[2025-12-29T20:15:17.820421] [INFO ] [sig       ] [39/3546] Forecasting ACN...
[2025-12-29T20:15:17.820450] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-29T20:15:17.820479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-29T20:15:17.832108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-29T20:15:17.832493] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-29T20:15:17.833325] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-29T20:15:17.833378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:17.833410] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:17.833435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:17.833494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:17.890232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:17.891016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:17.891100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:17.891132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:18.010987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:18.011144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:18.011182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:18.011210] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:18.014616] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-29T20:15:18.014893] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-29T20:15:18.015020] [INFO ] [sig       ] ACN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:18.155453] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACN.txt
[2025-12-29T20:15:18.155617] [INFO ] [sig       ] [39/3546] Completed ACN in 0.3s | 2.81 sym/s | Total: 13.9s | ETA: 20.8m
[2025-12-29T20:15:18.155660] [INFO ] [sig       ] [40/3546] Forecasting ACNB...
[2025-12-29T20:15:18.155689] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-29T20:15:18.155719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-29T20:15:18.170321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-29T20:15:18.170710] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-29T20:15:18.171541] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-29T20:15:18.171611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:18.171645] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:18.171673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:18.171742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:18.230228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:18.231054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:18.231142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:18.231176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:18.347446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:18.347609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:18.347648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:18.347677] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:18.351076] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=33.25%)
[2025-12-29T20:15:18.351353] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-29T20:15:18.351496] [INFO ] [sig       ] ACNB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:18.489714] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACNB.txt
[2025-12-29T20:15:18.489941] [INFO ] [sig       ] [40/3546] Completed ACNB in 0.3s | 2.81 sym/s | Total: 14.2s | ETA: 20.8m
[2025-12-29T20:15:18.489999] [INFO ] [sig       ] [41/3546] Forecasting ACON...
[2025-12-29T20:15:18.490041] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-29T20:15:18.490084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-29T20:15:18.501701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-29T20:15:18.502097] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-29T20:15:18.503038] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-29T20:15:18.503093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:18.503126] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:18.503152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:18.503211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:18.561558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:18.562465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:18.562551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:18.562603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:18.680492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:18.680668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:18.680709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:18.680737] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:18.684191] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-29T20:15:18.684480] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-29T20:15:18.684631] [INFO ] [sig       ] ACON: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:18.826101] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACON.txt
[2025-12-29T20:15:18.826267] [INFO ] [sig       ] [41/3546] Completed ACON in 0.3s | 2.82 sym/s | Total: 14.6s | ETA: 20.7m
[2025-12-29T20:15:18.826306] [INFO ] [sig       ] [42/3546] Forecasting ACP...
[2025-12-29T20:15:18.826336] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-29T20:15:18.826366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-29T20:15:18.841020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-29T20:15:18.841493] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-29T20:15:18.842527] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-29T20:15:18.842638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:18.842681] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:18.842717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:18.842800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:18.913099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:18.914018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:18.914104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:18.914139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:19.034082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:19.034241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:19.034281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:19.034309] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:19.037736] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-12-29T20:15:19.038026] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-29T20:15:19.038155] [INFO ] [sig       ] ACP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:19.177862] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACP.txt
[2025-12-29T20:15:19.178041] [INFO ] [sig       ] [42/3546] Completed ACP in 0.4s | 2.82 sym/s | Total: 14.9s | ETA: 20.7m
[2025-12-29T20:15:19.178081] [INFO ] [sig       ] [43/3546] Forecasting ACRE...
[2025-12-29T20:15:19.178111] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-29T20:15:19.178141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-29T20:15:19.191693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-29T20:15:19.192159] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-29T20:15:19.193297] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-29T20:15:19.193354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:19.193400] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:19.193442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:19.193532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:19.263761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:19.264891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:19.264978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:19.265009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:19.385657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:19.385819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:19.385859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:19.385889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:19.389354] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=14.56%)
[2025-12-29T20:15:19.389650] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-29T20:15:19.389784] [INFO ] [sig       ] ACRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:19.536101] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACRE.txt
[2025-12-29T20:15:19.536270] [INFO ] [sig       ] [43/3546] Completed ACRE in 0.4s | 2.82 sym/s | Total: 15.3s | ETA: 20.7m
[2025-12-29T20:15:19.536310] [INFO ] [sig       ] [44/3546] Forecasting ACRS...
[2025-12-29T20:15:19.536340] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-29T20:15:19.536370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-29T20:15:19.548639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-29T20:15:19.549105] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-29T20:15:19.550024] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-29T20:15:19.550098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:19.550186] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:19.550232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:19.550318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:19.609569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:19.610542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:19.610665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:19.610699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:19.735603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:19.735762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:19.735801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:19.735831] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:19.739490] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=28.22%)
[2025-12-29T20:15:19.739809] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-29T20:15:19.739950] [INFO ] [sig       ] ACRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:19.882325] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACRS.txt
[2025-12-29T20:15:19.882486] [INFO ] [sig       ] [44/3546] Completed ACRS in 0.3s | 2.82 sym/s | Total: 15.6s | ETA: 20.7m
[2025-12-29T20:15:19.882527] [INFO ] [sig       ] [45/3546] Forecasting ACTG...
[2025-12-29T20:15:19.882558] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-29T20:15:19.882611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-29T20:15:19.894282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-29T20:15:19.894672] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-29T20:15:19.895508] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-29T20:15:19.895563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:19.895620] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:19.895648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:19.895706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:19.953144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:19.954026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:19.954112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:19.954145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:20.078886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:20.079054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:20.079095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:20.079123] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:20.082847] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-29T20:15:20.083339] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-29T20:15:20.083479] [INFO ] [sig       ] ACTG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:20.226561] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACTG.txt
[2025-12-29T20:15:20.226736] [INFO ] [sig       ] [45/3546] Completed ACTG in 0.3s | 2.82 sym/s | Total: 16.0s | ETA: 20.7m
[2025-12-29T20:15:20.226784] [INFO ] [sig       ] [46/3546] Forecasting ACVA...
[2025-12-29T20:15:20.226814] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-29T20:15:20.226845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-29T20:15:20.238691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-29T20:15:20.239024] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-29T20:15:20.239917] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-29T20:15:20.239971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:20.240003] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:20.240031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:20.240090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:20.298911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:20.299755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:20.299841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:20.299876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:20.417668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:20.417820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:20.417861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:20.417890] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:20.421380] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=54.06%)
[2025-12-29T20:15:20.421686] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-29T20:15:20.421820] [INFO ] [sig       ] ACVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:20.563717] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACVA.txt
[2025-12-29T20:15:20.563867] [INFO ] [sig       ] [46/3546] Completed ACVA in 0.3s | 2.82 sym/s | Total: 16.3s | ETA: 20.7m
[2025-12-29T20:15:20.563909] [INFO ] [sig       ] [47/3546] Forecasting ACWI...
[2025-12-29T20:15:20.563939] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-29T20:15:20.563970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-29T20:15:20.575636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-29T20:15:20.575956] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-29T20:15:20.576830] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-29T20:15:20.576887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:20.576920] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:20.576949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:20.577009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:20.636279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:20.637114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:20.637204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:20.637237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:20.761155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:20.761313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:20.761354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:20.761419] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:20.765390] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-29T20:15:20.765728] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-29T20:15:20.765876] [INFO ] [sig       ] ACWI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:20.906545] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACWI.txt
[2025-12-29T20:15:20.906706] [INFO ] [sig       ] [47/3546] Completed ACWI in 0.3s | 2.82 sym/s | Total: 16.6s | ETA: 20.7m
[2025-12-29T20:15:20.906746] [INFO ] [sig       ] [48/3546] Forecasting ACWX...
[2025-12-29T20:15:20.906776] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-29T20:15:20.906805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-29T20:15:20.918381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-29T20:15:20.918740] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-29T20:15:20.919642] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-29T20:15:20.919696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:20.919730] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:20.919757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:20.919816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:20.977806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:20.978676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:20.978758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:20.982085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:21.106926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:21.107089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:21.107129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:21.107156] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:21.110892] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-29T20:15:21.111197] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-29T20:15:21.111512] [INFO ] [sig       ] ACWX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:21.252368] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ACWX.txt
[2025-12-29T20:15:21.252513] [INFO ] [sig       ] [48/3546] Completed ACWX in 0.3s | 2.83 sym/s | Total: 17.0s | ETA: 20.6m
[2025-12-29T20:15:21.252554] [INFO ] [sig       ] [49/3546] Forecasting ACXP...
[2025-12-29T20:15:21.252601] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-29T20:15:21.252632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-29T20:15:21.264445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-29T20:15:21.264841] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-29T20:15:21.265704] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-29T20:15:21.265760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:21.265793] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:21.265821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:21.265886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:21.324468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:21.325307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:21.325395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:21.325428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:21.439713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:21.439876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:21.439932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:21.439963] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:21.443438] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=34.92%)
[2025-12-29T20:15:21.443769] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-29T20:15:21.443912] [INFO ] [sig       ] ACXP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:21.585881] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ACXP.txt
[2025-12-29T20:15:21.586016] [INFO ] [sig       ] [49/3546] Completed ACXP in 0.3s | 2.83 sym/s | Total: 17.3s | ETA: 20.6m
[2025-12-29T20:15:21.586056] [INFO ] [sig       ] [50/3546] Forecasting ADBE...
[2025-12-29T20:15:21.586086] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-29T20:15:21.586116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-29T20:15:21.597724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-29T20:15:21.598069] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-29T20:15:21.598991] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-29T20:15:21.599046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:21.599080] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:21.599107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:21.599167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:21.658618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:21.659424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:21.659510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:21.659545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:21.784665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:21.784861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:21.784903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:21.784933] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:21.788611] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-29T20:15:21.788956] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-29T20:15:21.789098] [INFO ] [sig       ] ADBE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:21.928904] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ADBE.txt
[2025-12-29T20:15:21.929048] [INFO ] [sig       ] [50/3546] Completed ADBE in 0.3s | 2.83 sym/s | Total: 17.7s | ETA: 20.6m
[2025-12-29T20:15:21.929086] [INFO ] [sig       ] [51/3546] Forecasting ADC...
[2025-12-29T20:15:21.929115] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-29T20:15:21.929144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-29T20:15:21.940885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-29T20:15:21.941269] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-29T20:15:21.942183] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-29T20:15:21.942238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:21.942272] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:21.942299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:21.942359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:21.999747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:22.000555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:22.000658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:22.000695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:22.116502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:22.116672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:22.116714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:22.116744] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:22.120192] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-12-29T20:15:22.120474] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-29T20:15:22.120624] [INFO ] [sig       ] ADC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:22.261035] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ADC.txt
[2025-12-29T20:15:22.261175] [INFO ] [sig       ] [51/3546] Completed ADC in 0.3s | 2.83 sym/s | Total: 18.0s | ETA: 20.6m
[2025-12-29T20:15:22.261215] [INFO ] [sig       ] [52/3546] Forecasting ADEA...
[2025-12-29T20:15:22.261245] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-29T20:15:22.261274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-29T20:15:22.272693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-29T20:15:22.273035] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-29T20:15:22.273869] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-29T20:15:22.273923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:22.273953] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:22.273979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:22.274036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:22.331690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:22.332549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:22.332655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:22.332688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:22.453156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:22.453319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:22.453357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:22.453384] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:22.457192] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-29T20:15:22.457506] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-29T20:15:22.457677] [INFO ] [sig       ] ADEA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:22.601086] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ADEA.txt
[2025-12-29T20:15:22.601257] [INFO ] [sig       ] [52/3546] Completed ADEA in 0.3s | 2.84 sym/s | Total: 18.3s | ETA: 20.5m
[2025-12-29T20:15:22.601298] [INFO ] [sig       ] [53/3546] Forecasting ADI...
[2025-12-29T20:15:22.601327] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-29T20:15:22.601357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-29T20:15:22.613124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-29T20:15:22.613476] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-29T20:15:22.614320] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-29T20:15:22.614374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:22.614415] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:22.614442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:22.614500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:22.675513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:22.676403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:22.676495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:22.676532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:22.804101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:22.804268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:22.804311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:22.804340] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:22.807832] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=67.29%)
[2025-12-29T20:15:22.808113] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-29T20:15:22.808279] [INFO ] [sig       ] ADI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:22.953451] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ADI.txt
[2025-12-29T20:15:22.953632] [INFO ] [sig       ] [53/3546] Completed ADI in 0.4s | 2.84 sym/s | Total: 18.7s | ETA: 20.5m
[2025-12-29T20:15:22.953676] [INFO ] [sig       ] [54/3546] Forecasting ADM...
[2025-12-29T20:15:22.953704] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-29T20:15:22.953734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-29T20:15:22.965352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-29T20:15:22.965754] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-29T20:15:22.966625] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-29T20:15:22.966679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:22.966710] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:22.966739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:22.966798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:23.024604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:23.025503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:23.025637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:23.025671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:23.148805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:23.148958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:23.148997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:23.149030] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:23.152517] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-12-29T20:15:23.152824] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-29T20:15:23.152961] [INFO ] [sig       ] ADM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:23.296039] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ADM.txt
[2025-12-29T20:15:23.296195] [INFO ] [sig       ] [54/3546] Completed ADM in 0.3s | 2.84 sym/s | Total: 19.0s | ETA: 20.5m
[2025-12-29T20:15:23.296237] [INFO ] [sig       ] [55/3546] Forecasting ADMA...
[2025-12-29T20:15:23.296268] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-29T20:15:23.296298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-29T20:15:23.308359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-29T20:15:23.308865] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-29T20:15:23.309828] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-29T20:15:23.309887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:23.309920] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:23.309948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:23.310008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:23.369147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:23.370053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:23.370141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:23.370174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:23.496539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:23.496718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:23.496760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:23.496789] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:23.500236] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-29T20:15:23.500514] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-29T20:15:23.500673] [INFO ] [sig       ] ADMA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:23.641125] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ADMA.txt
[2025-12-29T20:15:23.641284] [INFO ] [sig       ] [55/3546] Completed ADMA in 0.3s | 2.84 sym/s | Total: 19.4s | ETA: 20.5m
[2025-12-29T20:15:23.641323] [INFO ] [sig       ] [56/3546] Forecasting ADP...
[2025-12-29T20:15:23.641353] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-29T20:15:23.641384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-29T20:15:23.652803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-29T20:15:23.653138] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-29T20:15:23.654006] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-29T20:15:23.654060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:23.654093] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:23.654120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:23.654180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:23.712105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:23.712768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:23.712850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:23.712882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:23.836814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:23.836966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:23.837008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:23.837036] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:23.840621] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-29T20:15:23.840893] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-29T20:15:23.841021] [INFO ] [sig       ] ADP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:23.982515] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ADP.txt
[2025-12-29T20:15:23.982700] [INFO ] [sig       ] [56/3546] Completed ADP in 0.3s | 2.84 sym/s | Total: 19.7s | ETA: 20.5m
[2025-12-29T20:15:23.982740] [INFO ] [sig       ] [57/3546] Forecasting ADSE...
[2025-12-29T20:15:23.982775] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-29T20:15:23.982808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-29T20:15:23.994808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-29T20:15:23.995208] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-29T20:15:23.996114] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-29T20:15:23.996182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:23.996225] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:23.996252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:23.996310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:24.060256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:24.061230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:24.061320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:24.061352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:24.187342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:24.187502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:24.187542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:24.187591] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:24.191224] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=38.14%)
[2025-12-29T20:15:24.191541] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-29T20:15:24.191705] [INFO ] [sig       ] ADSE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:24.335485] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ADSE.txt
[2025-12-29T20:15:24.335805] [INFO ] [sig       ] [57/3546] Completed ADSE in 0.4s | 2.84 sym/s | Total: 20.1s | ETA: 20.5m
[2025-12-29T20:15:24.335866] [INFO ] [sig       ] [58/3546] Forecasting ADSK...
[2025-12-29T20:15:24.335903] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-29T20:15:24.335935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-29T20:15:24.347867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-29T20:15:24.348252] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-29T20:15:24.349174] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-29T20:15:24.349229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:24.349261] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:24.349288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:24.349347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:24.413233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:24.414137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:24.414222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:24.414255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:24.544066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:24.544221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:24.544260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:24.544311] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:24.547904] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2025-12-29T20:15:24.548188] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-29T20:15:24.548323] [INFO ] [sig       ] ADSK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:24.690708] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ADSK.txt
[2025-12-29T20:15:24.690847] [INFO ] [sig       ] [58/3546] Completed ADSK in 0.4s | 2.84 sym/s | Total: 20.4s | ETA: 20.5m
[2025-12-29T20:15:24.690886] [INFO ] [sig       ] [59/3546] Forecasting ADTN...
[2025-12-29T20:15:24.690916] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-29T20:15:24.690946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-29T20:15:24.703231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-29T20:15:24.703526] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-29T20:15:24.704385] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-29T20:15:24.704440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:24.704473] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:24.704503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:24.704563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:24.763955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:24.764813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:24.764900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:24.764933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:24.885288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:24.885443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:24.885483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:24.885512] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:24.889153] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-12-29T20:15:24.889456] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-29T20:15:24.889613] [INFO ] [sig       ] ADTN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:25.034042] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ADTN.txt
[2025-12-29T20:15:25.034199] [INFO ] [sig       ] [59/3546] Completed ADTN in 0.3s | 2.84 sym/s | Total: 20.8s | ETA: 20.5m
[2025-12-29T20:15:25.034240] [INFO ] [sig       ] [60/3546] Forecasting ADTX...
[2025-12-29T20:15:25.034269] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-29T20:15:25.034298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-29T20:15:25.047027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-29T20:15:25.047445] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-29T20:15:25.048429] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-29T20:15:25.048489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:25.048526] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:25.048595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:25.048673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:25.121210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:25.122213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:25.122337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:25.122385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:25.239073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:25.239239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:25.239282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:25.239327] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:25.242853] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-29T20:15:25.243147] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-29T20:15:25.243297] [INFO ] [sig       ] ADTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:25.384721] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ADTX.txt
[2025-12-29T20:15:25.384862] [INFO ] [sig       ] [60/3546] Completed ADTX in 0.4s | 2.84 sym/s | Total: 21.1s | ETA: 20.5m
[2025-12-29T20:15:25.384899] [INFO ] [sig       ] [61/3546] Forecasting ADUS...
[2025-12-29T20:15:25.384928] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-29T20:15:25.384958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-29T20:15:25.396531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-29T20:15:25.396831] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-29T20:15:25.397661] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-29T20:15:25.397714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:25.397770] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:25.397798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:25.397857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:25.457477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:25.458291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:25.458372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:25.458404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:25.577849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:25.578030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:25.578071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:25.578099] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:25.581740] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-12-29T20:15:25.582026] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-29T20:15:25.582160] [INFO ] [sig       ] ADUS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:25.727366] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ADUS.txt
[2025-12-29T20:15:25.727531] [INFO ] [sig       ] [61/3546] Completed ADUS in 0.3s | 2.84 sym/s | Total: 21.5s | ETA: 20.4m
[2025-12-29T20:15:25.727613] [INFO ] [sig       ] [62/3546] Forecasting ADX...
[2025-12-29T20:15:25.727650] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-29T20:15:25.727690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-29T20:15:25.741107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-29T20:15:25.741723] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-29T20:15:25.742792] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-29T20:15:25.742846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:25.742879] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:25.742904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:25.742962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:25.803500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:25.804359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:25.804446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:25.804493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:25.933344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:25.933493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:25.933534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:25.933563] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:25.937200] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=49.98%)
[2025-12-29T20:15:25.937482] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-29T20:15:25.937634] [INFO ] [sig       ] ADX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:26.081371] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ADX.txt
[2025-12-29T20:15:26.081730] [INFO ] [sig       ] [62/3546] Completed ADX in 0.4s | 2.84 sym/s | Total: 21.8s | ETA: 20.4m
[2025-12-29T20:15:26.081769] [INFO ] [sig       ] [63/3546] Forecasting AEE...
[2025-12-29T20:15:26.081799] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-29T20:15:26.081828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-29T20:15:26.092924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-29T20:15:26.093262] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-29T20:15:26.094081] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-29T20:15:26.094134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:26.094167] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:26.094194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:26.094252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:26.153734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:26.154844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:26.154928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:26.154960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:26.278493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:26.278676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:26.278731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:26.278808] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:26.282702] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-12-29T20:15:26.283050] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-29T20:15:26.283212] [INFO ] [sig       ] AEE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:26.433753] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AEE.txt
[2025-12-29T20:15:26.433907] [INFO ] [sig       ] [63/3546] Completed AEE in 0.4s | 2.84 sym/s | Total: 22.2s | ETA: 20.4m
[2025-12-29T20:15:26.433948] [INFO ] [sig       ] [64/3546] Forecasting AEFC...
[2025-12-29T20:15:26.433988] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-29T20:15:26.434030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-29T20:15:26.445773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-29T20:15:26.446142] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-29T20:15:26.447221] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-29T20:15:26.447470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:26.447503] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:26.447541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:26.447638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:26.505914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:26.506797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:26.506885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:26.506920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:26.628940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:26.629098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:26.629138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:26.629235] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:26.632846] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=24.06%)
[2025-12-29T20:15:26.633144] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-29T20:15:26.633287] [INFO ] [sig       ] AEFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:26.780319] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AEFC.txt
[2025-12-29T20:15:26.780453] [INFO ] [sig       ] [64/3546] Completed AEFC in 0.3s | 2.84 sym/s | Total: 22.5s | ETA: 20.4m
[2025-12-29T20:15:26.780492] [INFO ] [sig       ] [65/3546] Forecasting AEG...
[2025-12-29T20:15:26.780521] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-29T20:15:26.780553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-29T20:15:26.791792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-29T20:15:26.792131] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-29T20:15:26.792969] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-29T20:15:26.793023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:26.793054] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:26.793081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:26.793138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:26.850295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:26.851189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:26.851287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:26.851327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:26.972144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:26.972307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:26.972347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:26.972375] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:26.976131] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-29T20:15:26.976494] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-29T20:15:26.976671] [INFO ] [sig       ] AEG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:27.123555] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AEG.txt
[2025-12-29T20:15:27.123734] [INFO ] [sig       ] [65/3546] Completed AEG in 0.3s | 2.84 sym/s | Total: 22.9s | ETA: 20.4m
[2025-12-29T20:15:27.123774] [INFO ] [sig       ] [66/3546] Forecasting AEHL...
[2025-12-29T20:15:27.123803] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-29T20:15:27.123834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-29T20:15:27.135471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-29T20:15:27.135839] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-29T20:15:27.136689] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-29T20:15:27.136742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:27.136773] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:27.136800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:27.136859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:27.194677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:27.195513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:27.195611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:27.195645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:27.318151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:27.318317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:27.318356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:27.318385] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:27.321870] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-29T20:15:27.322149] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-29T20:15:27.322285] [INFO ] [sig       ] AEHL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:27.464910] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AEHL.txt
[2025-12-29T20:15:27.465070] [INFO ] [sig       ] [66/3546] Completed AEHL in 0.3s | 2.84 sym/s | Total: 23.2s | ETA: 20.4m
[2025-12-29T20:15:27.465110] [INFO ] [sig       ] [67/3546] Forecasting AEI...
[2025-12-29T20:15:27.465141] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-29T20:15:27.465173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-29T20:15:27.476808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-29T20:15:27.477189] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-29T20:15:27.478015] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-29T20:15:27.478067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:27.478098] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:27.478125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:27.478184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:27.537437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:27.538289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:27.538375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:27.538408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:27.660442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:27.660615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:27.660658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:27.660687] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:27.664158] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2025-12-29T20:15:27.664440] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-29T20:15:27.664592] [INFO ] [sig       ] AEI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:27.804599] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AEI.txt
[2025-12-29T20:15:27.804756] [INFO ] [sig       ] [67/3546] Completed AEI in 0.3s | 2.85 sym/s | Total: 23.5s | ETA: 20.4m
[2025-12-29T20:15:27.804794] [INFO ] [sig       ] [68/3546] Forecasting AEIS...
[2025-12-29T20:15:27.804824] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-29T20:15:27.804854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-29T20:15:27.816237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-29T20:15:27.816604] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-29T20:15:27.817486] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-29T20:15:27.817541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:27.817599] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:27.817633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:27.817693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:27.878142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:27.879084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:27.879181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:27.879220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:28.002096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:28.002265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:28.002310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:28.002341] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:28.005881] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=52.05%)
[2025-12-29T20:15:28.006186] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-29T20:15:28.006328] [INFO ] [sig       ] AEIS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:28.150662] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AEIS.txt
[2025-12-29T20:15:28.150847] [INFO ] [sig       ] [68/3546] Completed AEIS in 0.3s | 2.85 sym/s | Total: 23.9s | ETA: 20.4m
[2025-12-29T20:15:28.150890] [INFO ] [sig       ] [69/3546] Forecasting AEM...
[2025-12-29T20:15:28.150923] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-29T20:15:28.150954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-29T20:15:28.163511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-29T20:15:28.163912] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-29T20:15:28.164987] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-29T20:15:28.165057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:28.165102] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:28.165142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:28.165226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:28.231036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:28.232008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:28.232095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:28.232135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:28.367812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:28.367989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:28.368034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:28.368066] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:28.371929] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2025-12-29T20:15:28.372224] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-29T20:15:28.372361] [INFO ] [sig       ] AEM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:28.526329] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AEM.txt
[2025-12-29T20:15:28.526497] [INFO ] [sig       ] [69/3546] Completed AEM in 0.4s | 2.84 sym/s | Total: 24.3s | ETA: 20.4m
[2025-12-29T20:15:28.526539] [INFO ] [sig       ] [70/3546] Forecasting AEO...
[2025-12-29T20:15:28.526570] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-29T20:15:28.526622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-29T20:15:28.538654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-29T20:15:28.539044] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-29T20:15:28.539965] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-29T20:15:28.540029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:28.540074] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:28.540104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:28.540164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:28.605024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:28.606017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:28.606106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:28.606141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:28.742568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:28.742749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:28.742809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:28.742845] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:28.746715] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=26.62%)
[2025-12-29T20:15:28.747042] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-29T20:15:28.747221] [INFO ] [sig       ] AEO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:28.906768] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AEO.txt
[2025-12-29T20:15:28.906935] [INFO ] [sig       ] [70/3546] Completed AEO in 0.4s | 2.84 sym/s | Total: 24.6s | ETA: 20.4m
[2025-12-29T20:15:28.906976] [INFO ] [sig       ] [71/3546] Forecasting AEP...
[2025-12-29T20:15:28.907005] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-29T20:15:28.907034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-29T20:15:28.918747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-29T20:15:28.919166] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-29T20:15:28.920014] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-29T20:15:28.920067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:28.920098] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:28.920124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:28.920183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:28.977996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:28.978932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:28.979048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:28.979082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:29.101404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:29.101557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:29.101616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:29.101645] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:29.105065] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-29T20:15:29.105373] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-29T20:15:29.105506] [INFO ] [sig       ] AEP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:29.247539] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AEP.txt
[2025-12-29T20:15:29.247726] [INFO ] [sig       ] [71/3546] Completed AEP in 0.3s | 2.84 sym/s | Total: 25.0s | ETA: 20.4m
[2025-12-29T20:15:29.247766] [INFO ] [sig       ] [72/3546] Forecasting AES...
[2025-12-29T20:15:29.247796] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-29T20:15:29.247827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-29T20:15:29.259740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-29T20:15:29.260127] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-29T20:15:29.260993] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-29T20:15:29.261047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:29.261078] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:29.261105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:29.261163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:29.319748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:29.320659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:29.320744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:29.320779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:29.442936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:29.443090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:29.443129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:29.443158] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:29.446618] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2025-12-29T20:15:29.446922] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-29T20:15:29.447058] [INFO ] [sig       ] AES: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:29.590028] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AES.txt
[2025-12-29T20:15:29.590188] [INFO ] [sig       ] [72/3546] Completed AES in 0.3s | 2.84 sym/s | Total: 25.3s | ETA: 20.4m
[2025-12-29T20:15:29.590229] [INFO ] [sig       ] [73/3546] Forecasting AESI...
[2025-12-29T20:15:29.590258] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-29T20:15:29.590288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-29T20:15:29.602102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-29T20:15:29.602492] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-29T20:15:29.603332] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-29T20:15:29.603386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:29.603418] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:29.603445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:29.603503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:29.661225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:29.662117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:29.662203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:29.662238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:29.779021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:29.779174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:29.779229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:29.779259] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:29.782901] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-29T20:15:29.783217] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-29T20:15:29.783358] [INFO ] [sig       ] AESI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:29.927302] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AESI.txt
[2025-12-29T20:15:29.927465] [INFO ] [sig       ] [73/3546] Completed AESI in 0.3s | 2.84 sym/s | Total: 25.7s | ETA: 20.4m
[2025-12-29T20:15:29.927505] [INFO ] [sig       ] [74/3546] Forecasting AEVA...
[2025-12-29T20:15:29.927536] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-29T20:15:29.927566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-29T20:15:29.939562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-29T20:15:29.939962] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-29T20:15:29.940812] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-29T20:15:29.940867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:29.940898] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:29.940924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:29.940982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:29.999161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:30.000078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:30.000164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:30.000197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:30.123300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:30.123455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:30.123494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:30.123522] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:30.127356] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=56.04%)
[2025-12-29T20:15:30.127683] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-29T20:15:30.127819] [INFO ] [sig       ] AEVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:30.273559] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AEVA.txt
[2025-12-29T20:15:30.273768] [INFO ] [sig       ] [74/3546] Completed AEVA in 0.3s | 2.84 sym/s | Total: 26.0s | ETA: 20.3m
[2025-12-29T20:15:30.273810] [INFO ] [sig       ] [75/3546] Forecasting AEYE...
[2025-12-29T20:15:30.273839] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-29T20:15:30.273870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-29T20:15:30.285694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-29T20:15:30.286091] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-29T20:15:30.286949] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-29T20:15:30.287003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:30.287036] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:30.287063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:30.287122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:30.345512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:30.346443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:30.346525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:30.346558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:30.463488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:30.463664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:30.463704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:30.463732] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:30.467238] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=29.25%)
[2025-12-29T20:15:30.467550] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-29T20:15:30.467712] [INFO ] [sig       ] AEYE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:30.611419] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AEYE.txt
[2025-12-29T20:15:30.611600] [INFO ] [sig       ] [75/3546] Completed AEYE in 0.3s | 2.85 sym/s | Total: 26.3s | ETA: 20.3m
[2025-12-29T20:15:30.611642] [INFO ] [sig       ] [76/3546] Forecasting AFB...
[2025-12-29T20:15:30.611672] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-29T20:15:30.611702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-29T20:15:30.623679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-29T20:15:30.624064] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-29T20:15:30.624893] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-29T20:15:30.624945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:30.624977] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:30.625004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:30.625061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:30.682636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:30.683504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:30.683604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:30.683641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:30.807498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:30.807672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:30.807713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:30.807742] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:30.811328] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-12-29T20:15:30.811653] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-29T20:15:30.811794] [INFO ] [sig       ] AFB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:30.952950] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AFB.txt
[2025-12-29T20:15:30.953081] [INFO ] [sig       ] [76/3546] Completed AFB in 0.3s | 2.85 sym/s | Total: 26.7s | ETA: 20.3m
[2025-12-29T20:15:30.953121] [INFO ] [sig       ] [77/3546] Forecasting AFCG...
[2025-12-29T20:15:30.953149] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-29T20:15:30.953178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-29T20:15:30.964519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-29T20:15:30.964827] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-29T20:15:30.965641] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-29T20:15:30.965694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:30.965734] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:30.965762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:30.965820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:31.022742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:31.023394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:31.023472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:31.023504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:31.142020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:31.142169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:31.142207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:31.142235] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:31.145566] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-29T20:15:31.145856] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-29T20:15:31.145985] [INFO ] [sig       ] AFCG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:31.284988] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AFCG.txt
[2025-12-29T20:15:31.285110] [INFO ] [sig       ] [77/3546] Completed AFCG in 0.3s | 2.85 sym/s | Total: 27.0s | ETA: 20.3m
[2025-12-29T20:15:31.285150] [INFO ] [sig       ] [78/3546] Forecasting AFG...
[2025-12-29T20:15:31.285178] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-29T20:15:31.285208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-29T20:15:31.296623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-29T20:15:31.296893] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-29T20:15:31.297696] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-29T20:15:31.297747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:31.297804] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:31.297832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:31.297891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:31.355063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:31.355709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:31.355790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:31.355822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:31.475657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:31.475770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:31.475806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:31.475835] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:31.479100] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-29T20:15:31.479375] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-29T20:15:31.479501] [INFO ] [sig       ] AFG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:31.623494] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AFG.txt
[2025-12-29T20:15:31.623641] [INFO ] [sig       ] [78/3546] Completed AFG in 0.3s | 2.85 sym/s | Total: 27.4s | ETA: 20.3m
[2025-12-29T20:15:31.623683] [INFO ] [sig       ] [79/3546] Forecasting AFGC...
[2025-12-29T20:15:31.623712] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-29T20:15:31.623741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-29T20:15:31.634934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-29T20:15:31.635246] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-29T20:15:31.636061] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-29T20:15:31.636113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:31.636145] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:31.636172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:31.636230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:31.694516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:31.695173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:31.695253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:31.695285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:31.805361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:31.805474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:31.805513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:31.805540] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:31.808791] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-12-29T20:15:31.809063] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-29T20:15:31.809192] [INFO ] [sig       ] AFGC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:31.949609] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AFGC.txt
[2025-12-29T20:15:31.949733] [INFO ] [sig       ] [79/3546] Completed AFGC in 0.3s | 2.85 sym/s | Total: 27.7s | ETA: 20.3m
[2025-12-29T20:15:31.949772] [INFO ] [sig       ] [80/3546] Forecasting AFL...
[2025-12-29T20:15:31.949800] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-29T20:15:31.949830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-29T20:15:31.961459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-29T20:15:31.961783] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-29T20:15:31.962594] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-29T20:15:31.962647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:31.962679] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:31.962705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:31.962762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:32.020477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:32.021116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:32.021196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:32.021228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:32.137385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:32.137510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:32.137546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:32.137590] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:32.140989] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-29T20:15:32.141260] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-29T20:15:32.141391] [INFO ] [sig       ] AFL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:32.281625] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AFL.txt
[2025-12-29T20:15:32.281750] [INFO ] [sig       ] [80/3546] Completed AFL in 0.3s | 2.86 sym/s | Total: 28.0s | ETA: 20.2m
[2025-12-29T20:15:32.281788] [INFO ] [sig       ] [81/3546] Forecasting AFRI...
[2025-12-29T20:15:32.281824] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-29T20:15:32.281855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-29T20:15:32.291473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-29T20:15:32.291747] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-29T20:15:32.292705] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-29T20:15:32.292757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:32.292789] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:32.292816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:32.292874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:32.349899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:32.350529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:32.350624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:32.350658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:32.447380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:32.447500] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:15:32.447538] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:32.447614] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:32.451004] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-12-29T20:15:32.451280] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-29T20:15:32.451410] [INFO ] [sig       ] AFRI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:32.591807] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AFRI.txt
[2025-12-29T20:15:32.591942] [INFO ] [sig       ] [81/3546] Completed AFRI in 0.3s | 2.86 sym/s | Total: 28.3s | ETA: 20.2m
[2025-12-29T20:15:32.591982] [INFO ] [sig       ] [82/3546] Forecasting AFRM...
[2025-12-29T20:15:32.592011] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-29T20:15:32.592040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-29T20:15:32.603750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-29T20:15:32.604036] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-29T20:15:32.604862] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-29T20:15:32.604914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:32.604945] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:32.604971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:32.605027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:32.662195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:32.662842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:32.662920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:32.662952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:32.783219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:32.783347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:32.783386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:32.783416] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:32.786843] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-29T20:15:32.787122] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-29T20:15:32.787259] [INFO ] [sig       ] AFRM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:32.928139] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AFRM.txt
[2025-12-29T20:15:32.928262] [INFO ] [sig       ] [82/3546] Completed AFRM in 0.3s | 2.86 sym/s | Total: 28.7s | ETA: 20.2m
[2025-12-29T20:15:32.928304] [INFO ] [sig       ] [83/3546] Forecasting AFYA...
[2025-12-29T20:15:32.928334] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-29T20:15:32.928362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-29T20:15:32.940113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-29T20:15:32.940409] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-29T20:15:32.941257] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-29T20:15:32.941310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:32.941342] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:32.941368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:32.941427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:33.000321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:33.000953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:33.001034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:33.001066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:33.121394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:33.121522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:33.121560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:33.121611] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:33.124936] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-29T20:15:33.125213] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-29T20:15:33.125342] [INFO ] [sig       ] AFYA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:33.265930] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AFYA.txt
[2025-12-29T20:15:33.266049] [INFO ] [sig       ] [83/3546] Completed AFYA in 0.3s | 2.86 sym/s | Total: 29.0s | ETA: 20.2m
[2025-12-29T20:15:33.266088] [INFO ] [sig       ] [84/3546] Forecasting AG...
[2025-12-29T20:15:33.266116] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-29T20:15:33.266147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-29T20:15:33.277401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-29T20:15:33.277700] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-29T20:15:33.278491] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-29T20:15:33.278544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:33.278595] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:33.278625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:33.278683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:33.337108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:33.337780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:33.337862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:33.337894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:33.459177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:33.459333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:33.459374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:33.459419] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:33.463034] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-29T20:15:33.463345] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-29T20:15:33.463505] [INFO ] [sig       ] AG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:33.605722] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AG.txt
[2025-12-29T20:15:33.605854] [INFO ] [sig       ] [84/3546] Completed AG in 0.3s | 2.86 sym/s | Total: 29.3s | ETA: 20.2m
[2025-12-29T20:15:33.605894] [INFO ] [sig       ] [85/3546] Forecasting AGCO...
[2025-12-29T20:15:33.605922] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-29T20:15:33.605951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-29T20:15:33.618068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-29T20:15:33.618357] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-29T20:15:33.619208] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-29T20:15:33.619260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:33.619290] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:33.619316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:33.619372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:33.677152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:33.677805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:33.677884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:33.677915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:33.798153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:33.798322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:33.798363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:33.798391] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:33.802168] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=62.03%)
[2025-12-29T20:15:33.802513] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-29T20:15:33.802678] [INFO ] [sig       ] AGCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:33.944208] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGCO.txt
[2025-12-29T20:15:33.944365] [INFO ] [sig       ] [85/3546] Completed AGCO in 0.3s | 2.86 sym/s | Total: 29.7s | ETA: 20.1m
[2025-12-29T20:15:33.944406] [INFO ] [sig       ] [86/3546] Forecasting AGD...
[2025-12-29T20:15:33.944435] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-29T20:15:33.944465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-29T20:15:33.956758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-29T20:15:33.957128] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-29T20:15:33.957970] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-29T20:15:33.958024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:33.958057] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:33.958084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:33.958143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:34.016710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:34.017365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:34.017445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:34.017490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:34.142050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:34.142212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:34.142253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:34.142284] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:34.145771] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-29T20:15:34.146068] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-29T20:15:34.146205] [INFO ] [sig       ] AGD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:34.315313] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGD.txt
[2025-12-29T20:15:34.315475] [INFO ] [sig       ] [86/3546] Completed AGD in 0.4s | 2.86 sym/s | Total: 30.1s | ETA: 20.2m
[2025-12-29T20:15:34.315515] [INFO ] [sig       ] [87/3546] Forecasting AGEN...
[2025-12-29T20:15:34.315547] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-29T20:15:34.315600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-29T20:15:34.327913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-29T20:15:34.328295] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-29T20:15:34.329279] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-29T20:15:34.329335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:34.329369] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:34.329398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:34.329457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:34.392513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:34.393454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:34.393538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:34.393589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:34.520689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:34.520841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:34.520882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:34.520912] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:34.524387] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-12-29T20:15:34.524733] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-29T20:15:34.524877] [INFO ] [sig       ] AGEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:34.666052] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AGEN.txt
[2025-12-29T20:15:34.666219] [INFO ] [sig       ] [87/3546] Completed AGEN in 0.4s | 2.86 sym/s | Total: 30.4s | ETA: 20.1m
[2025-12-29T20:15:34.666261] [INFO ] [sig       ] [88/3546] Forecasting AGI...
[2025-12-29T20:15:34.666291] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-29T20:15:34.666322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-29T20:15:34.678000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-29T20:15:34.678389] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-29T20:15:34.679290] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-29T20:15:34.679344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:34.679377] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:34.679405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:34.679474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:34.738355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:34.739326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:34.739449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:34.739484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:34.860910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:34.861068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:34.861110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:34.861139] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:34.864671] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-29T20:15:34.864973] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-29T20:15:34.865112] [INFO ] [sig       ] AGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:35.007815] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AGI.txt
[2025-12-29T20:15:35.007979] [INFO ] [sig       ] [88/3546] Completed AGI in 0.3s | 2.86 sym/s | Total: 30.7s | ETA: 20.1m
[2025-12-29T20:15:35.008019] [INFO ] [sig       ] [89/3546] Forecasting AGIO...
[2025-12-29T20:15:35.008051] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-29T20:15:35.008081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-29T20:15:35.020566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-29T20:15:35.020959] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-29T20:15:35.021795] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-29T20:15:35.021849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:35.021881] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:35.021908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:35.021966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:35.081324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:35.082213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:35.082299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:35.082333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:35.215410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:35.215593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:35.215638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:35.215666] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:35.219211] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=31.58%)
[2025-12-29T20:15:35.219530] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-29T20:15:35.219711] [INFO ] [sig       ] AGIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:35.362107] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AGIO.txt
[2025-12-29T20:15:35.362266] [INFO ] [sig       ] [89/3546] Completed AGIO in 0.4s | 2.86 sym/s | Total: 31.1s | ETA: 20.1m
[2025-12-29T20:15:35.362305] [INFO ] [sig       ] [90/3546] Forecasting AGM...
[2025-12-29T20:15:35.362335] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-29T20:15:35.362365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-29T20:15:35.374469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-29T20:15:35.374878] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-29T20:15:35.375719] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-29T20:15:35.375771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:35.375803] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:35.375830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:35.375887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:35.436803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:35.437682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:35.437781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:35.437814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:35.560955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:35.561115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:35.561156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:35.561184] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:35.564758] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-12-29T20:15:35.565064] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-29T20:15:35.565207] [INFO ] [sig       ] AGM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:35.711634] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGM.txt
[2025-12-29T20:15:35.711816] [INFO ] [sig       ] [90/3546] Completed AGM in 0.3s | 2.86 sym/s | Total: 31.4s | ETA: 20.1m
[2025-12-29T20:15:35.711855] [INFO ] [sig       ] [91/3546] Forecasting AGMH...
[2025-12-29T20:15:35.711886] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-29T20:15:35.711916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-29T20:15:35.724456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-29T20:15:35.724856] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-29T20:15:35.725717] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-29T20:15:35.725770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:35.725801] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:35.725828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:35.725890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:35.783691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:35.784535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:35.784641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:35.784675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:35.898563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:35.898738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:35.898796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:35.898826] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:35.902310] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-29T20:15:35.902616] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-29T20:15:35.902754] [INFO ] [sig       ] AGMH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:36.047607] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGMH.txt
[2025-12-29T20:15:36.047845] [INFO ] [sig       ] [91/3546] Completed AGMH in 0.3s | 2.86 sym/s | Total: 31.8s | ETA: 20.1m
[2025-12-29T20:15:36.047906] [INFO ] [sig       ] [92/3546] Forecasting AGNC...
[2025-12-29T20:15:36.047948] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-29T20:15:36.047991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-29T20:15:36.060638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-29T20:15:36.061023] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-29T20:15:36.061872] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-29T20:15:36.061927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:36.061960] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:36.061986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:36.062045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:36.120813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:36.121708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:36.121799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:36.121834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:36.259196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:36.259356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:36.259395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:36.259423] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:36.263015] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-29T20:15:36.263355] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-29T20:15:36.263504] [INFO ] [sig       ] AGNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:36.406417] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AGNC.txt
[2025-12-29T20:15:36.406592] [INFO ] [sig       ] [92/3546] Completed AGNC in 0.4s | 2.86 sym/s | Total: 32.1s | ETA: 20.1m
[2025-12-29T20:15:36.406636] [INFO ] [sig       ] [93/3546] Forecasting AGNCL...
[2025-12-29T20:15:36.406665] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-29T20:15:36.406695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-29T20:15:36.418182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-29T20:15:36.418512] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-29T20:15:36.419351] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-29T20:15:36.419407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:36.419440] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:36.419466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:36.419523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:36.476529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:36.477321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:36.477402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:36.477435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:36.581983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:36.582122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:36.582161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:36.582189] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:36.585597] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-29T20:15:36.585872] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-29T20:15:36.586001] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:36.724664] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGNCL.txt
[2025-12-29T20:15:36.724784] [INFO ] [sig       ] [93/3546] Completed AGNCL in 0.3s | 2.86 sym/s | Total: 32.5s | ETA: 20.1m
[2025-12-29T20:15:36.724823] [INFO ] [sig       ] [94/3546] Forecasting AGNCM...
[2025-12-29T20:15:36.724853] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-29T20:15:36.724884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-29T20:15:36.736738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-29T20:15:36.737040] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-29T20:15:36.737873] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-29T20:15:36.737925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:36.737957] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:36.737984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:36.738042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:36.796095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:36.796789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:36.796872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:36.796903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:36.899666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:36.899809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:36.899847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:36.899876] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:36.903248] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-12-29T20:15:36.903527] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-29T20:15:36.903676] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:37.043057] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AGNCM.txt
[2025-12-29T20:15:37.043202] [INFO ] [sig       ] [94/3546] Completed AGNCM in 0.3s | 2.87 sym/s | Total: 32.8s | ETA: 20.1m
[2025-12-29T20:15:37.043242] [INFO ] [sig       ] [95/3546] Forecasting AGNCN...
[2025-12-29T20:15:37.043272] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-29T20:15:37.043301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-29T20:15:37.055467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-29T20:15:37.055840] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-29T20:15:37.056671] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-29T20:15:37.056724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:37.056780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:37.056809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:37.056867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:37.115882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:37.116692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:37.116773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:37.116805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:37.235890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:37.236041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:37.236082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:37.236110] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:37.239842] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-12-29T20:15:37.240125] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-29T20:15:37.240254] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:37.384881] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGNCN.txt
[2025-12-29T20:15:37.385071] [INFO ] [sig       ] [95/3546] Completed AGNCN in 0.3s | 2.87 sym/s | Total: 33.1s | ETA: 20.1m
[2025-12-29T20:15:37.385121] [INFO ] [sig       ] [96/3546] Forecasting AGNCO...
[2025-12-29T20:15:37.385155] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-29T20:15:37.385186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-29T20:15:37.398161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-29T20:15:37.398846] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-29T20:15:37.399746] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-29T20:15:37.399801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:37.399832] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:37.399858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:37.399915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:37.465006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:37.465986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:37.466073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:37.466108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:37.586767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:37.586919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:37.586960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:37.586988] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:37.590512] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=64.54%)
[2025-12-29T20:15:37.590822] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-29T20:15:37.590959] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:37.738475] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGNCO.txt
[2025-12-29T20:15:37.738877] [INFO ] [sig       ] [96/3546] Completed AGNCO in 0.4s | 2.87 sym/s | Total: 33.5s | ETA: 20.1m
[2025-12-29T20:15:37.738924] [INFO ] [sig       ] [97/3546] Forecasting AGNCP...
[2025-12-29T20:15:37.738960] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-29T20:15:37.739005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-29T20:15:37.753067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-29T20:15:37.753443] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-29T20:15:37.754310] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-29T20:15:37.754364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:37.754397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:37.754426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:37.754484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:37.824315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:37.825106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:37.825190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:37.825223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:37.958294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:37.958449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:37.958489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:37.958519] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:37.962109] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-29T20:15:37.962397] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-29T20:15:37.962546] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:38.112861] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGNCP.txt
[2025-12-29T20:15:38.113019] [INFO ] [sig       ] [97/3546] Completed AGNCP in 0.4s | 2.87 sym/s | Total: 33.9s | ETA: 20.1m
[2025-12-29T20:15:38.113062] [INFO ] [sig       ] [98/3546] Forecasting AGO...
[2025-12-29T20:15:38.113092] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-29T20:15:38.113125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-29T20:15:38.127362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-29T20:15:38.127757] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-29T20:15:38.128891] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-29T20:15:38.128950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:38.128982] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:38.129008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:38.129088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:38.195160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:38.196139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:38.196256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:38.196309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:38.327412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:38.327624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:38.327881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:38.327948] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:38.332325] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-29T20:15:38.332916] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-29T20:15:38.333069] [INFO ] [sig       ] AGO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:38.486620] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGO.txt
[2025-12-29T20:15:38.486780] [INFO ] [sig       ] [98/3546] Completed AGO in 0.4s | 2.86 sym/s | Total: 34.2s | ETA: 20.1m
[2025-12-29T20:15:38.486821] [INFO ] [sig       ] [99/3546] Forecasting AGRO...
[2025-12-29T20:15:38.486850] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-29T20:15:38.486891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-29T20:15:38.500972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-29T20:15:38.501322] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-29T20:15:38.502384] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-29T20:15:38.502440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:38.502480] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:38.502524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:38.502628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:38.568195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:38.569302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:38.569411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:38.569452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:38.715845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:38.716001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:38.716041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:38.716068] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:38.719916] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-12-29T20:15:38.720387] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-29T20:15:38.720555] [INFO ] [sig       ] AGRO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:38.878375] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AGRO.txt
[2025-12-29T20:15:38.878545] [INFO ] [sig       ] [99/3546] Completed AGRO in 0.4s | 2.86 sym/s | Total: 34.6s | ETA: 20.1m
[2025-12-29T20:15:38.878610] [INFO ] [sig       ] [100/3546] Forecasting AGX...
[2025-12-29T20:15:38.878644] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-29T20:15:38.878674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-29T20:15:38.890952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-29T20:15:38.891303] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-29T20:15:38.892150] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-29T20:15:38.892204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:38.892237] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:38.892265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:38.892329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:38.960405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:38.961322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:38.961418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:38.961457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:39.088519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:39.088688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:39.088728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:39.088758] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:39.092216] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-29T20:15:39.092503] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-29T20:15:39.092653] [INFO ] [sig       ] AGX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:39.237750] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGX.txt
[2025-12-29T20:15:39.237935] [INFO ] [sig       ] [100/3546] Completed AGX in 0.4s | 2.86 sym/s | Total: 35.0s | ETA: 20.1m
[2025-12-29T20:15:39.237995] [INFO ] [sig       ] [101/3546] Forecasting AGYS...
[2025-12-29T20:15:39.238027] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-29T20:15:39.238057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-29T20:15:39.250703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-29T20:15:39.251064] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-29T20:15:39.252090] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-29T20:15:39.252161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:39.252194] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:39.252219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:39.252277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:39.316774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:39.317678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:39.317770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:39.317803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:39.443417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:39.443600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:39.443643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:39.443671] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:39.447210] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-29T20:15:39.447508] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-29T20:15:39.447663] [INFO ] [sig       ] AGYS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:39.596899] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AGYS.txt
[2025-12-29T20:15:39.597059] [INFO ] [sig       ] [101/3546] Completed AGYS in 0.4s | 2.86 sym/s | Total: 35.3s | ETA: 20.1m
[2025-12-29T20:15:39.597101] [INFO ] [sig       ] [102/3546] Forecasting AGZD...
[2025-12-29T20:15:39.597131] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-29T20:15:39.597160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-29T20:15:39.610497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-29T20:15:39.610903] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-29T20:15:39.611782] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-29T20:15:39.611836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:39.611868] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:39.611895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:39.611953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:39.680869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:39.681802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:39.681915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:39.681969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:39.805948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:39.806113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:39.806156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:39.806186] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:39.810050] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-29T20:15:39.810356] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-29T20:15:39.810495] [INFO ] [sig       ] AGZD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:39.961487] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AGZD.txt
[2025-12-29T20:15:39.961848] [INFO ] [sig       ] [102/3546] Completed AGZD in 0.4s | 2.86 sym/s | Total: 35.7s | ETA: 20.1m
[2025-12-29T20:15:39.961892] [INFO ] [sig       ] [103/3546] Forecasting AHCO...
[2025-12-29T20:15:39.961922] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-29T20:15:39.961952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-29T20:15:39.975207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-29T20:15:39.975623] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-29T20:15:39.976524] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-29T20:15:39.976599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:39.976633] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:39.976661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:39.976723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:40.039099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:40.040274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:40.040366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:40.040400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:40.170662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:40.170819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:40.170861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:40.170889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:40.174442] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=67.05%)
[2025-12-29T20:15:40.174749] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-29T20:15:40.174883] [INFO ] [sig       ] AHCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:40.329217] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AHCO.txt
[2025-12-29T20:15:40.329388] [INFO ] [sig       ] [103/3546] Completed AHCO in 0.4s | 2.86 sym/s | Total: 36.1s | ETA: 20.1m
[2025-12-29T20:15:40.329444] [INFO ] [sig       ] [104/3546] Forecasting AHH...
[2025-12-29T20:15:40.329489] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-29T20:15:40.329534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-29T20:15:40.343836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-29T20:15:40.344298] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-29T20:15:40.345274] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-29T20:15:40.345333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:40.345366] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:40.345393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:40.345452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:40.407479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:40.408413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:40.408521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:40.408560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:40.539548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:40.539722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:40.539763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:40.539792] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:40.543703] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-29T20:15:40.544072] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-29T20:15:40.544226] [INFO ] [sig       ] AHH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:40.706786] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AHH.txt
[2025-12-29T20:15:40.706950] [INFO ] [sig       ] [104/3546] Completed AHH in 0.4s | 2.85 sym/s | Total: 36.4s | ETA: 20.1m
[2025-12-29T20:15:40.706990] [INFO ] [sig       ] [105/3546] Forecasting AI...
[2025-12-29T20:15:40.707019] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-29T20:15:40.707050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-29T20:15:40.720718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-29T20:15:40.721126] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-29T20:15:40.722031] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-29T20:15:40.722087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:40.722120] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:40.722148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:40.722209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:40.786474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:40.787353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:40.787476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:40.787510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:40.920186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:40.920352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:40.920392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:40.920420] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:40.924439] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-29T20:15:40.924890] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-29T20:15:40.925054] [INFO ] [sig       ] AI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:41.074998] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AI.txt
[2025-12-29T20:15:41.075155] [INFO ] [sig       ] [105/3546] Completed AI in 0.4s | 2.85 sym/s | Total: 36.8s | ETA: 20.1m
[2025-12-29T20:15:41.075194] [INFO ] [sig       ] [106/3546] Forecasting AIA...
[2025-12-29T20:15:41.075225] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-29T20:15:41.075255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-29T20:15:41.087518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-29T20:15:41.087957] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-29T20:15:41.088925] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-29T20:15:41.088984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:41.089017] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:41.089044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:41.089106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:41.150591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:41.151755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:41.151851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:41.151884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:41.278347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:41.278509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:41.278553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:41.278627] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:41.283509] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-29T20:15:41.283926] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-29T20:15:41.284102] [INFO ] [sig       ] AIA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:41.449644] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AIA.txt
[2025-12-29T20:15:41.449812] [INFO ] [sig       ] [106/3546] Completed AIA in 0.4s | 2.85 sym/s | Total: 37.2s | ETA: 20.1m
[2025-12-29T20:15:41.449853] [INFO ] [sig       ] [107/3546] Forecasting AIFF...
[2025-12-29T20:15:41.449883] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-29T20:15:41.449912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-29T20:15:41.462135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-29T20:15:41.462542] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-29T20:15:41.463463] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-29T20:15:41.463519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:41.463553] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:41.463618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:41.463686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:41.522906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:41.523810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:41.523901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:41.523934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:41.665821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:41.665990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:41.666033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:41.666066] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:41.671147] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-29T20:15:41.671553] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-29T20:15:41.671752] [INFO ] [sig       ] AIFF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:41.834995] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AIFF.txt
[2025-12-29T20:15:41.835143] [INFO ] [sig       ] [107/3546] Completed AIFF in 0.4s | 2.85 sym/s | Total: 37.6s | ETA: 20.1m
[2025-12-29T20:15:41.835182] [INFO ] [sig       ] [108/3546] Forecasting AIG...
[2025-12-29T20:15:41.835212] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-29T20:15:41.835243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-29T20:15:41.847516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-29T20:15:41.848061] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-29T20:15:41.849129] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-29T20:15:41.849183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:41.849215] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:41.849241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:41.849299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:41.908812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:41.909633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:41.909720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:41.909753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:42.037589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:42.037753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:42.037810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:42.037841] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:42.041644] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-12-29T20:15:42.041956] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-29T20:15:42.042099] [INFO ] [sig       ] AIG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:42.191830] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AIG.txt
[2025-12-29T20:15:42.192047] [INFO ] [sig       ] [108/3546] Completed AIG in 0.4s | 2.85 sym/s | Total: 37.9s | ETA: 20.1m
[2025-12-29T20:15:42.192089] [INFO ] [sig       ] [109/3546] Forecasting AIMD...
[2025-12-29T20:15:42.192120] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-29T20:15:42.192155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-29T20:15:42.204462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-29T20:15:42.204762] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-29T20:15:42.205564] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-29T20:15:42.205635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:42.205668] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:42.205695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:42.205753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:42.262941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:42.263777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:42.263877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:42.263911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:42.382008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:42.382165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:42.382205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:42.382235] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:42.385836] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-12-29T20:15:42.386122] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-29T20:15:42.386255] [INFO ] [sig       ] AIMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:42.526611] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AIMD.txt
[2025-12-29T20:15:42.526768] [INFO ] [sig       ] [109/3546] Completed AIMD in 0.3s | 2.85 sym/s | Total: 38.3s | ETA: 20.1m
[2025-12-29T20:15:42.526809] [INFO ] [sig       ] [110/3546] Forecasting AIO...
[2025-12-29T20:15:42.526839] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-29T20:15:42.526869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-29T20:15:42.540333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-29T20:15:42.541019] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-29T20:15:42.542046] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-29T20:15:42.542121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:42.542157] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:42.542187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:42.542248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:42.608048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:42.609254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:42.609367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:42.609404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:42.742442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:42.742627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:42.742673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:42.742704] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:42.746680] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2025-12-29T20:15:42.747064] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-29T20:15:42.747222] [INFO ] [sig       ] AIO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:42.907403] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AIO.txt
[2025-12-29T20:15:42.907599] [INFO ] [sig       ] [110/3546] Completed AIO in 0.4s | 2.85 sym/s | Total: 38.6s | ETA: 20.1m
[2025-12-29T20:15:42.907644] [INFO ] [sig       ] [111/3546] Forecasting AIP...
[2025-12-29T20:15:42.907675] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-29T20:15:42.907708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-29T20:15:42.920060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-29T20:15:42.920436] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-29T20:15:42.921517] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-29T20:15:42.921593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:42.921641] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:42.921672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:42.921732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:42.981075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:42.981950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:42.982035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:42.982068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:43.100421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:43.100603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:43.100646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:43.100675] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:43.104133] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-29T20:15:43.104427] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-29T20:15:43.104569] [INFO ] [sig       ] AIP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:43.254906] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AIP.txt
[2025-12-29T20:15:43.255078] [INFO ] [sig       ] [111/3546] Completed AIP in 0.3s | 2.85 sym/s | Total: 39.0s | ETA: 20.1m
[2025-12-29T20:15:43.255133] [INFO ] [sig       ] [112/3546] Forecasting AIPI...
[2025-12-29T20:15:43.255171] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-29T20:15:43.255212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-29T20:15:43.268464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-29T20:15:43.269114] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-29T20:15:43.270287] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-29T20:15:43.270358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:43.270453] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:43.270497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:43.270561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:43.346005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:43.346913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:43.347000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:43.347033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:43.470630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:43.470779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:43.470819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:43.470847] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:43.474357] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=39.02%)
[2025-12-29T20:15:43.474681] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-29T20:15:43.474814] [INFO ] [sig       ] AIPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:43.619722] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AIPI.txt
[2025-12-29T20:15:43.619880] [INFO ] [sig       ] [112/3546] Completed AIPI in 0.4s | 2.85 sym/s | Total: 39.4s | ETA: 20.1m
[2025-12-29T20:15:43.619922] [INFO ] [sig       ] [113/3546] Forecasting AIQ...
[2025-12-29T20:15:43.619951] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-29T20:15:43.619981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-29T20:15:43.631684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-29T20:15:43.632065] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-29T20:15:43.632928] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-29T20:15:43.632982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:43.633014] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:43.633041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:43.633099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:43.691796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:43.692644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:43.692728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:43.692761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:43.817207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:43.817360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:43.817400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:43.817429] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:43.821164] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-29T20:15:43.821563] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-29T20:15:43.821774] [INFO ] [sig       ] AIQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:43.992346] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AIQ.txt
[2025-12-29T20:15:43.992508] [INFO ] [sig       ] [113/3546] Completed AIQ in 0.4s | 2.84 sym/s | Total: 39.7s | ETA: 20.1m
[2025-12-29T20:15:43.992552] [INFO ] [sig       ] [114/3546] Forecasting AIRG...
[2025-12-29T20:15:43.992603] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-29T20:15:43.992634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-29T20:15:44.005453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-29T20:15:44.005899] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-29T20:15:44.006771] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-29T20:15:44.006826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:44.006859] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:44.006886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:44.006945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:44.064130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:44.065063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:44.065152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:44.065186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:44.177101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:44.177256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:44.177295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:44.177323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:44.180809] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-29T20:15:44.181102] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-29T20:15:44.181237] [INFO ] [sig       ] AIRG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:44.327618] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AIRG.txt
[2025-12-29T20:15:44.327777] [INFO ] [sig       ] [114/3546] Completed AIRG in 0.3s | 2.85 sym/s | Total: 40.1s | ETA: 20.1m
[2025-12-29T20:15:44.327817] [INFO ] [sig       ] [115/3546] Forecasting AIRJ...
[2025-12-29T20:15:44.327846] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-29T20:15:44.327878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-29T20:15:44.342419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-29T20:15:44.342859] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-29T20:15:44.344053] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-29T20:15:44.344108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:44.344142] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:44.344170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:44.344230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:44.414922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:44.415829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:44.415918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:44.415950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:44.562492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:44.562668] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:15:44.562710] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:44.562773] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:44.566553] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2025-12-29T20:15:44.566867] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-29T20:15:44.567006] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:44.729337] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AIRJ.txt
[2025-12-29T20:15:44.729501] [INFO ] [sig       ] [115/3546] Completed AIRJ in 0.4s | 2.84 sym/s | Total: 40.5s | ETA: 20.1m
[2025-12-29T20:15:44.729544] [INFO ] [sig       ] [116/3546] Forecasting AIRS...
[2025-12-29T20:15:44.729603] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-29T20:15:44.729637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-29T20:15:44.741174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-29T20:15:44.741563] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-29T20:15:44.742436] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-29T20:15:44.742491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:44.742524] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:44.742551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:44.742628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:44.799822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:44.800728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:44.800814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:44.800846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:44.929793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:44.929943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:44.929983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:44.930017] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:44.933643] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-29T20:15:44.933930] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-29T20:15:44.934087] [INFO ] [sig       ] AIRS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:45.089795] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AIRS.txt
[2025-12-29T20:15:45.089955] [INFO ] [sig       ] [116/3546] Completed AIRS in 0.4s | 2.84 sym/s | Total: 40.8s | ETA: 20.1m
[2025-12-29T20:15:45.089997] [INFO ] [sig       ] [117/3546] Forecasting AISP...
[2025-12-29T20:15:45.090026] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-29T20:15:45.090055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-29T20:15:45.101484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-29T20:15:45.101888] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-29T20:15:45.102747] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-29T20:15:45.102801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:45.102832] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:45.102858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:45.102917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:45.161948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:45.162833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:45.162920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:45.162952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:45.283718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:45.283885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:45.283924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:45.283952] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:45.287740] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-29T20:15:45.288127] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-29T20:15:45.288282] [INFO ] [sig       ] AISP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:45.434550] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AISP.txt
[2025-12-29T20:15:45.434735] [INFO ] [sig       ] [117/3546] Completed AISP in 0.3s | 2.84 sym/s | Total: 41.2s | ETA: 20.1m
[2025-12-29T20:15:45.434974] [INFO ] [sig       ] [118/3546] Forecasting AIZN...
[2025-12-29T20:15:45.435016] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-29T20:15:45.435071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-29T20:15:45.448425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-29T20:15:45.448869] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-29T20:15:45.449822] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-29T20:15:45.449878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:45.449911] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:45.449939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:45.449997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:45.507805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:45.508669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:45.508755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:45.508806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:45.616751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:45.616905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:45.616977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:45.617006] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:45.620466] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-29T20:15:45.620770] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-29T20:15:45.620904] [INFO ] [sig       ] AIZN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:45.764854] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AIZN.txt
[2025-12-29T20:15:45.765001] [INFO ] [sig       ] [118/3546] Completed AIZN in 0.3s | 2.84 sym/s | Total: 41.5s | ETA: 20.1m
[2025-12-29T20:15:45.765039] [INFO ] [sig       ] [119/3546] Forecasting AJG...
[2025-12-29T20:15:45.765068] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-29T20:15:45.765098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-29T20:15:45.776251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-29T20:15:45.776554] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-29T20:15:45.777414] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-29T20:15:45.777468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:45.777502] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:45.777530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:45.777623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:45.836258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:45.837141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:45.837225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:45.837257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:45.962643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:45.962795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:45.962834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:45.962878] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:45.966273] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-12-29T20:15:45.966545] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-29T20:15:45.966691] [INFO ] [sig       ] AJG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:46.136229] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AJG.txt
[2025-12-29T20:15:46.136392] [INFO ] [sig       ] [119/3546] Completed AJG in 0.4s | 2.84 sym/s | Total: 41.9s | ETA: 20.1m
[2025-12-29T20:15:46.136444] [INFO ] [sig       ] [120/3546] Forecasting AKAM...
[2025-12-29T20:15:46.136480] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-29T20:15:46.136514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-29T20:15:46.148936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-29T20:15:46.149314] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-29T20:15:46.150149] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-29T20:15:46.150203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:46.150235] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:46.150261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:46.150319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:46.211269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:46.212129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:46.212211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:46.212243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:46.332089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:46.332244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:46.332284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:46.332311] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:46.335820] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-29T20:15:46.336105] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-29T20:15:46.336236] [INFO ] [sig       ] AKAM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:46.482709] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AKAM.txt
[2025-12-29T20:15:46.482871] [INFO ] [sig       ] [120/3546] Completed AKAM in 0.3s | 2.84 sym/s | Total: 42.2s | ETA: 20.1m
[2025-12-29T20:15:46.482912] [INFO ] [sig       ] [121/3546] Forecasting AKBA...
[2025-12-29T20:15:46.482942] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-29T20:15:46.482971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-29T20:15:46.495398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-29T20:15:46.495710] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-29T20:15:46.496500] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-29T20:15:46.496551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:46.496609] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:46.496644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:46.496715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:46.556376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:46.557265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:46.557354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:46.557403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:46.685811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:46.685962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:46.686001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:46.686029] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:46.689699] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-12-29T20:15:46.690123] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-29T20:15:46.690252] [INFO ] [sig       ] AKBA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:46.834748] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AKBA.txt
[2025-12-29T20:15:46.834909] [INFO ] [sig       ] [121/3546] Completed AKBA in 0.4s | 2.84 sym/s | Total: 42.6s | ETA: 20.1m
[2025-12-29T20:15:46.834951] [INFO ] [sig       ] [122/3546] Forecasting AL...
[2025-12-29T20:15:46.834981] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-29T20:15:46.835010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-29T20:15:46.849373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-29T20:15:46.849695] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-29T20:15:46.850483] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-29T20:15:46.850536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:46.850567] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:46.850635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:46.850707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:46.913507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:46.914470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:46.914608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:46.914651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:47.040686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:47.040843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:47.040883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:47.040911] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:47.044296] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-29T20:15:47.044585] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-29T20:15:47.044712] [INFO ] [sig       ] AL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:47.190938] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AL.txt
[2025-12-29T20:15:47.191096] [INFO ] [sig       ] [122/3546] Completed AL in 0.4s | 2.84 sym/s | Total: 42.9s | ETA: 20.1m
[2025-12-29T20:15:47.191137] [INFO ] [sig       ] [123/3546] Forecasting ALAB...
[2025-12-29T20:15:47.191167] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-29T20:15:47.191197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-29T20:15:47.203834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-29T20:15:47.204148] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-29T20:15:47.205158] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-29T20:15:47.205211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:47.205242] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:47.205280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:47.205340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:47.263132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:47.264015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:47.264098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:47.264130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:47.387403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:47.387561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:47.387621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:47.387650] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:47.391181] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=23.18%)
[2025-12-29T20:15:47.391497] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-29T20:15:47.391670] [INFO ] [sig       ] ALAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:47.534246] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALAB.txt
[2025-12-29T20:15:47.534399] [INFO ] [sig       ] [123/3546] Completed ALAB in 0.3s | 2.84 sym/s | Total: 43.3s | ETA: 20.1m
[2025-12-29T20:15:47.534439] [INFO ] [sig       ] [124/3546] Forecasting ALB...
[2025-12-29T20:15:47.534470] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-29T20:15:47.534500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-29T20:15:47.546782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-29T20:15:47.547182] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-29T20:15:47.548049] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-29T20:15:47.548104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:47.548137] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:47.548165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:47.548225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:47.607057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:47.607931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:47.608020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:47.608053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:47.731312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:47.731468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:47.731507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:47.731535] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:47.734994] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-29T20:15:47.735291] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-29T20:15:47.735430] [INFO ] [sig       ] ALB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:47.878667] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALB.txt
[2025-12-29T20:15:47.878848] [INFO ] [sig       ] [124/3546] Completed ALB in 0.3s | 2.84 sym/s | Total: 43.6s | ETA: 20.1m
[2025-12-29T20:15:47.878888] [INFO ] [sig       ] [125/3546] Forecasting ALC...
[2025-12-29T20:15:47.878918] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-29T20:15:47.878948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-29T20:15:47.891554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-29T20:15:47.892005] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-29T20:15:47.892853] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-29T20:15:47.892906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:47.892938] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:47.892965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:47.893023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:47.951860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:47.952726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:47.952811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:47.952845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:48.075289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:48.075439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:48.075477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:48.075505] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:48.078997] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-29T20:15:48.079310] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-29T20:15:48.079452] [INFO ] [sig       ] ALC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:48.224039] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALC.txt
[2025-12-29T20:15:48.224230] [INFO ] [sig       ] [125/3546] Completed ALC in 0.3s | 2.84 sym/s | Total: 44.0s | ETA: 20.1m
[2025-12-29T20:15:48.224274] [INFO ] [sig       ] [126/3546] Forecasting ALCO...
[2025-12-29T20:15:48.224303] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-29T20:15:48.224333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-29T20:15:48.236610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-29T20:15:48.237017] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-29T20:15:48.237956] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-29T20:15:48.238011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:48.238044] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:48.238072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:48.238131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:48.300215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:48.301119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:48.301207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:48.301242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:48.432336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:48.432527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:48.432597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:48.432640] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:48.437155] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-29T20:15:48.437568] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-29T20:15:48.437777] [INFO ] [sig       ] ALCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:48.622788] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALCO.txt
[2025-12-29T20:15:48.622944] [INFO ] [sig       ] [126/3546] Completed ALCO in 0.4s | 2.84 sym/s | Total: 44.4s | ETA: 20.1m
[2025-12-29T20:15:48.622987] [INFO ] [sig       ] [127/3546] Forecasting ALDX...
[2025-12-29T20:15:48.623016] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-29T20:15:48.623048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-29T20:15:48.634670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-29T20:15:48.635049] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-29T20:15:48.635921] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-29T20:15:48.635977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:48.636010] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:48.636038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:48.636097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:48.707514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:48.708679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:48.708796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:48.708850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:48.838549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:48.838726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:48.838788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:48.838820] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:48.843173] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2025-12-29T20:15:48.843484] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-29T20:15:48.843641] [INFO ] [sig       ] ALDX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:48.991459] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALDX.txt
[2025-12-29T20:15:48.991637] [INFO ] [sig       ] [127/3546] Completed ALDX in 0.4s | 2.84 sym/s | Total: 44.7s | ETA: 20.1m
[2025-12-29T20:15:48.991681] [INFO ] [sig       ] [128/3546] Forecasting ALEX...
[2025-12-29T20:15:48.991710] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-29T20:15:48.991742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-29T20:15:49.005114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-29T20:15:49.005460] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-29T20:15:49.006305] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-29T20:15:49.006360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:49.006394] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:49.006421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:49.006480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:49.067702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:49.068716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:49.068818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:49.068851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:49.192496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:49.192667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:49.192706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:49.192735] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:49.196223] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=56.53%)
[2025-12-29T20:15:49.196504] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-29T20:15:49.196656] [INFO ] [sig       ] ALEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:49.338664] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALEX.txt
[2025-12-29T20:15:49.339002] [INFO ] [sig       ] [128/3546] Completed ALEX in 0.3s | 2.84 sym/s | Total: 45.1s | ETA: 20.1m
[2025-12-29T20:15:49.339049] [INFO ] [sig       ] [129/3546] Forecasting ALG...
[2025-12-29T20:15:49.339078] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-29T20:15:49.339108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-29T20:15:49.351341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-29T20:15:49.351746] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-29T20:15:49.352593] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-29T20:15:49.352648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:49.352722] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:49.352752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:49.352812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:49.414547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:49.415523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:49.415632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:49.415673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:49.541321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:49.541483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:49.541523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:49.541552] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:49.545110] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-12-29T20:15:49.545432] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-29T20:15:49.545597] [INFO ] [sig       ] ALG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:49.689186] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALG.txt
[2025-12-29T20:15:49.689330] [INFO ] [sig       ] [129/3546] Completed ALG in 0.4s | 2.84 sym/s | Total: 45.4s | ETA: 20.1m
[2025-12-29T20:15:49.689371] [INFO ] [sig       ] [130/3546] Forecasting ALGM...
[2025-12-29T20:15:49.689401] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-29T20:15:49.689431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-29T20:15:49.700833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-29T20:15:49.701223] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-29T20:15:49.702073] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-29T20:15:49.702127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:49.702159] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:49.702186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:49.702244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:49.759477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:49.760353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:49.760437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:49.760470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:49.883228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:49.883354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:49.883391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:49.883419] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:49.886716] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=38.90%)
[2025-12-29T20:15:49.887003] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-29T20:15:49.887135] [INFO ] [sig       ] ALGM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:50.081957] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALGM.txt
[2025-12-29T20:15:50.082092] [INFO ] [sig       ] [130/3546] Completed ALGM in 0.4s | 2.84 sym/s | Total: 45.8s | ETA: 20.1m
[2025-12-29T20:15:50.082133] [INFO ] [sig       ] [131/3546] Forecasting ALGN...
[2025-12-29T20:15:50.082163] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-29T20:15:50.082191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-29T20:15:50.093328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-29T20:15:50.093618] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-29T20:15:50.094410] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-29T20:15:50.094463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:50.094496] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:50.094522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:50.094601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:50.151295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:50.151934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:50.152013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:50.152045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:50.268701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:50.268821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:50.268859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:50.268887] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:50.272154] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-12-29T20:15:50.272424] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-29T20:15:50.272550] [INFO ] [sig       ] ALGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:50.411759] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALGN.txt
[2025-12-29T20:15:50.411929] [INFO ] [sig       ] [131/3546] Completed ALGN in 0.3s | 2.84 sym/s | Total: 46.1s | ETA: 20.1m
[2025-12-29T20:15:50.411973] [INFO ] [sig       ] [132/3546] Forecasting ALGS...
[2025-12-29T20:15:50.412001] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-29T20:15:50.412032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-29T20:15:50.423804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-29T20:15:50.424126] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-29T20:15:50.425135] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-29T20:15:50.425187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:50.425218] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:50.425243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:50.425301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:50.493498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:50.494652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:50.494755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:50.494789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:50.622285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:50.622453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:50.622497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:50.622594] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:50.626146] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=34.84%)
[2025-12-29T20:15:50.626445] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-29T20:15:50.626610] [INFO ] [sig       ] ALGS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:50.774312] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALGS.txt
[2025-12-29T20:15:50.774544] [INFO ] [sig       ] [132/3546] Completed ALGS in 0.4s | 2.84 sym/s | Total: 46.5s | ETA: 20.0m
[2025-12-29T20:15:50.774626] [INFO ] [sig       ] [133/3546] Forecasting ALHC...
[2025-12-29T20:15:50.774683] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-29T20:15:50.774735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-29T20:15:50.788390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-29T20:15:50.788836] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-29T20:15:50.789727] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-29T20:15:50.789783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:50.789816] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:50.789842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:50.789902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:50.849945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:50.850869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:50.850958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:50.850991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:50.978252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:50.978406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:50.978445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:50.978473] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:50.982021] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2025-12-29T20:15:50.982303] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-29T20:15:50.982434] [INFO ] [sig       ] ALHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:51.123551] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALHC.txt
[2025-12-29T20:15:51.123721] [INFO ] [sig       ] [133/3546] Completed ALHC in 0.3s | 2.84 sym/s | Total: 46.9s | ETA: 20.0m
[2025-12-29T20:15:51.123763] [INFO ] [sig       ] [134/3546] Forecasting ALK...
[2025-12-29T20:15:51.123792] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-29T20:15:51.123822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-29T20:15:51.135267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-29T20:15:51.135548] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-29T20:15:51.136364] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-29T20:15:51.136417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:51.136449] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:51.136475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:51.136534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:51.194129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:51.195003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:51.195083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:51.195116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:51.324363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:51.324521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:51.324586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:51.324621] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:51.328308] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=47.89%)
[2025-12-29T20:15:51.328647] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-29T20:15:51.328822] [INFO ] [sig       ] ALK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:51.469770] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALK.txt
[2025-12-29T20:15:51.469930] [INFO ] [sig       ] [134/3546] Completed ALK in 0.3s | 2.84 sym/s | Total: 47.2s | ETA: 20.0m
[2025-12-29T20:15:51.469972] [INFO ] [sig       ] [135/3546] Forecasting ALKS...
[2025-12-29T20:15:51.470001] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-29T20:15:51.470033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-29T20:15:51.481941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-29T20:15:51.482234] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-29T20:15:51.483076] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-29T20:15:51.483130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:51.483163] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:51.483189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:51.483249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:51.541855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:51.542789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:51.542876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:51.542909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:51.665021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:51.665177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:51.665217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:51.665245] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:51.668868] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2025-12-29T20:15:51.669154] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-29T20:15:51.669290] [INFO ] [sig       ] ALKS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:51.823304] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALKS.txt
[2025-12-29T20:15:51.823473] [INFO ] [sig       ] [135/3546] Completed ALKS in 0.4s | 2.84 sym/s | Total: 47.6s | ETA: 20.0m
[2025-12-29T20:15:51.823514] [INFO ] [sig       ] [136/3546] Forecasting ALL...
[2025-12-29T20:15:51.823543] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-29T20:15:51.823590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-29T20:15:51.836074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-29T20:15:51.836454] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-29T20:15:51.837513] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-29T20:15:51.837606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:51.837643] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:51.837670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:51.837729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:51.902319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:51.903200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:51.903284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:51.903317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:52.025248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:52.025400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:52.025438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:52.025466] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:52.028866] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-29T20:15:52.029144] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-29T20:15:52.029275] [INFO ] [sig       ] ALL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:52.178843] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALL.txt
[2025-12-29T20:15:52.179000] [INFO ] [sig       ] [136/3546] Completed ALL in 0.4s | 2.84 sym/s | Total: 47.9s | ETA: 20.0m
[2025-12-29T20:15:52.179043] [INFO ] [sig       ] [137/3546] Forecasting ALLE...
[2025-12-29T20:15:52.179072] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-29T20:15:52.179101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-29T20:15:52.191310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-29T20:15:52.191624] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-29T20:15:52.192433] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-29T20:15:52.192486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:52.192517] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:52.192543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:52.192621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:52.252257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:52.253116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:52.253202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:52.253234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:52.393160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:52.393315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:52.393357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:52.393386] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:52.396996] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2025-12-29T20:15:52.397317] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-29T20:15:52.397462] [INFO ] [sig       ] ALLE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:52.541473] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALLE.txt
[2025-12-29T20:15:52.541636] [INFO ] [sig       ] [137/3546] Completed ALLE in 0.4s | 2.84 sym/s | Total: 48.3s | ETA: 20.0m
[2025-12-29T20:15:52.541680] [INFO ] [sig       ] [138/3546] Forecasting ALLO...
[2025-12-29T20:15:52.541710] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-29T20:15:52.541741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-29T20:15:52.553664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-29T20:15:52.553995] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-29T20:15:52.554806] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-29T20:15:52.554858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:52.554890] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:52.554917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:52.554975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:52.612264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:52.613121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:52.613207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:52.613239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:52.738216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:52.738363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:52.738403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:52.738434] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:52.741939] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-12-29T20:15:52.742240] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-29T20:15:52.742396] [INFO ] [sig       ] ALLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:52.894723] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALLO.txt
[2025-12-29T20:15:52.894884] [INFO ] [sig       ] [138/3546] Completed ALLO in 0.4s | 2.84 sym/s | Total: 48.6s | ETA: 20.0m
[2025-12-29T20:15:52.894932] [INFO ] [sig       ] [139/3546] Forecasting ALLY...
[2025-12-29T20:15:52.894964] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-29T20:15:52.894993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-29T20:15:52.907314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-29T20:15:52.907703] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-29T20:15:52.908516] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-29T20:15:52.908591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:52.908625] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:52.908652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:52.908709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:52.967254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:52.968199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:52.968320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:52.968356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:53.094067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:53.094234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:53.094273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:53.094301] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:53.097795] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-29T20:15:53.098127] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-29T20:15:53.098271] [INFO ] [sig       ] ALLY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:53.247507] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALLY.txt
[2025-12-29T20:15:53.247702] [INFO ] [sig       ] [139/3546] Completed ALLY in 0.4s | 2.84 sym/s | Total: 49.0s | ETA: 20.0m
[2025-12-29T20:15:53.247752] [INFO ] [sig       ] [140/3546] Forecasting ALMS...
[2025-12-29T20:15:53.247782] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-29T20:15:53.247813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-29T20:15:53.259752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-29T20:15:53.260178] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-29T20:15:53.261079] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-29T20:15:53.261133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:53.261165] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:53.261192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:53.261251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:53.319323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:53.320214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:53.320296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:53.320329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:53.444937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:53.445126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:53.445166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:53.445195] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:53.449300] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-29T20:15:53.449731] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-29T20:15:53.449890] [INFO ] [sig       ] ALMS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:53.590601] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALMS.txt
[2025-12-29T20:15:53.590760] [INFO ] [sig       ] [140/3546] Completed ALMS in 0.3s | 2.84 sym/s | Total: 49.3s | ETA: 20.0m
[2025-12-29T20:15:53.590801] [INFO ] [sig       ] [141/3546] Forecasting ALNY...
[2025-12-29T20:15:53.590830] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-29T20:15:53.590861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-29T20:15:53.602538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-29T20:15:53.602926] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-29T20:15:53.603752] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-29T20:15:53.603805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:53.603836] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:53.603861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:53.603918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:53.665088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:53.666099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:53.666181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:53.666214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:53.788609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:53.788786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:53.788826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:53.788855] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:53.792327] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2025-12-29T20:15:53.792661] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-29T20:15:53.792810] [INFO ] [sig       ] ALNY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:53.937096] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALNY.txt
[2025-12-29T20:15:53.937258] [INFO ] [sig       ] [141/3546] Completed ALNY in 0.3s | 2.84 sym/s | Total: 49.7s | ETA: 20.0m
[2025-12-29T20:15:53.937300] [INFO ] [sig       ] [142/3546] Forecasting ALRM...
[2025-12-29T20:15:53.937329] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-29T20:15:53.937359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-29T20:15:53.949029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-29T20:15:53.949295] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-29T20:15:53.950103] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-29T20:15:53.950155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:53.950188] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:53.950214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:53.950271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:54.011847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:54.012736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:54.012837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:54.012876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:54.153220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:54.153380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:54.153420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:54.153450] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:54.157535] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-29T20:15:54.157899] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-29T20:15:54.158048] [INFO ] [sig       ] ALRM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:54.322065] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALRM.txt
[2025-12-29T20:15:54.322255] [INFO ] [sig       ] [142/3546] Completed ALRM in 0.4s | 2.84 sym/s | Total: 50.1s | ETA: 20.0m
[2025-12-29T20:15:54.322299] [INFO ] [sig       ] [143/3546] Forecasting ALRS...
[2025-12-29T20:15:54.322328] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-29T20:15:54.322357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-29T20:15:54.334244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-29T20:15:54.334614] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-29T20:15:54.335696] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-29T20:15:54.335750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:54.335783] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:54.335809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:54.336061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:54.404202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:54.405167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:54.405250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:54.405283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:54.537876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:54.538054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:54.538130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:54.538177] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:54.543173] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-12-29T20:15:54.543741] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-29T20:15:54.543933] [INFO ] [sig       ] ALRS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:54.718448] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALRS.txt
[2025-12-29T20:15:54.718693] [INFO ] [sig       ] [143/3546] Completed ALRS in 0.4s | 2.83 sym/s | Total: 50.5s | ETA: 20.0m
[2025-12-29T20:15:54.718756] [INFO ] [sig       ] [144/3546] Forecasting ALSN...
[2025-12-29T20:15:54.718826] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-29T20:15:54.718878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-29T20:15:54.733756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-29T20:15:54.734433] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-29T20:15:54.735793] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-29T20:15:54.735861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:54.735906] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:54.735947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:54.736030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:54.814189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:54.815230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:54.815327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:54.815362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:54.943917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:54.944076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:54.944119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:54.944161] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:54.948516] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-29T20:15:54.948937] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-29T20:15:54.949114] [INFO ] [sig       ] ALSN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:55.118530] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALSN.txt
[2025-12-29T20:15:55.118724] [INFO ] [sig       ] [144/3546] Completed ALSN in 0.4s | 2.83 sym/s | Total: 50.9s | ETA: 20.0m
[2025-12-29T20:15:55.118783] [INFO ] [sig       ] [145/3546] Forecasting ALTG...
[2025-12-29T20:15:55.118818] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-29T20:15:55.118849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-29T20:15:55.131712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-29T20:15:55.132124] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-29T20:15:55.133069] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-29T20:15:55.133126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:55.133161] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:55.133189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:55.133248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:55.203913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:55.205011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:55.205099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:55.205132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:55.342422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:55.342607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:55.342651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:55.342681] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:55.347247] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-29T20:15:55.347733] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-29T20:15:55.347932] [INFO ] [sig       ] ALTG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:55.512650] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALTG.txt
[2025-12-29T20:15:55.512814] [INFO ] [sig       ] [145/3546] Completed ALTG in 0.4s | 2.83 sym/s | Total: 51.3s | ETA: 20.0m
[2025-12-29T20:15:55.512854] [INFO ] [sig       ] [146/3546] Forecasting ALTI...
[2025-12-29T20:15:55.512884] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-29T20:15:55.512914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-29T20:15:55.525905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-29T20:15:55.526320] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-29T20:15:55.527337] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-29T20:15:55.527393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:55.527484] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:55.527531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:55.527630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:55.589628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:55.590567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:55.590672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:55.590705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:55.736696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:55.736881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:55.736927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:55.736959] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:55.741772] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-29T20:15:55.742236] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-29T20:15:55.742428] [INFO ] [sig       ] ALTI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:55.948836] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALTI.txt
[2025-12-29T20:15:55.949068] [INFO ] [sig       ] [146/3546] Completed ALTI in 0.4s | 2.82 sym/s | Total: 51.7s | ETA: 20.1m
[2025-12-29T20:15:55.949141] [INFO ] [sig       ] [147/3546] Forecasting ALTS...
[2025-12-29T20:15:55.949196] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-29T20:15:55.949244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-29T20:15:55.967717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-29T20:15:55.968261] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-29T20:15:55.973950] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-29T20:15:55.974129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:55.974205] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:55.974252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:55.974350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:56.061874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:56.064812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:56.065003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:56.065059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:56.235680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:56.235897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:56.235965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:56.236015] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:56.241877] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-29T20:15:56.242411] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-29T20:15:56.242675] [INFO ] [sig       ] ALTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:56.449768] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALTS.txt
[2025-12-29T20:15:56.450032] [INFO ] [sig       ] [147/3546] Completed ALTS in 0.5s | 2.82 sym/s | Total: 52.2s | ETA: 20.1m
[2025-12-29T20:15:56.450102] [INFO ] [sig       ] [148/3546] Forecasting ALTY...
[2025-12-29T20:15:56.450150] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-29T20:15:56.450197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-29T20:15:56.469275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-29T20:15:56.469768] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-29T20:15:56.470799] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-29T20:15:56.470857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:56.470890] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:56.470918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:56.470976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:56.533854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:56.534840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:56.534939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:56.534972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:56.658703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:56.658916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:56.658964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:56.658994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:56.663545] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-29T20:15:56.663971] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-29T20:15:56.664158] [INFO ] [sig       ] ALTY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:56.816347] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ALTY.txt
[2025-12-29T20:15:56.816512] [INFO ] [sig       ] [148/3546] Completed ALTY in 0.4s | 2.82 sym/s | Total: 52.6s | ETA: 20.1m
[2025-12-29T20:15:56.816554] [INFO ] [sig       ] [149/3546] Forecasting ALVO...
[2025-12-29T20:15:56.816604] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-29T20:15:56.816638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-29T20:15:56.828896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-29T20:15:56.829326] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-29T20:15:56.830196] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-29T20:15:56.830251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:56.830294] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:56.830321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:56.830379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:56.889618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:56.890531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:56.890637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:56.890673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:57.013524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:57.013701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:57.013742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:57.013815] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:57.017337] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-12-29T20:15:57.017658] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-29T20:15:57.017799] [INFO ] [sig       ] ALVO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:57.164488] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALVO.txt
[2025-12-29T20:15:57.164650] [INFO ] [sig       ] [149/3546] Completed ALVO in 0.3s | 2.82 sym/s | Total: 52.9s | ETA: 20.1m
[2025-12-29T20:15:57.164693] [INFO ] [sig       ] [150/3546] Forecasting ALX...
[2025-12-29T20:15:57.164723] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-29T20:15:57.164753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-29T20:15:57.177421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-29T20:15:57.177784] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-29T20:15:57.178751] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-29T20:15:57.178827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:57.178860] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:57.178887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:57.178944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:57.237288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:57.238001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:57.238080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:57.238112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:57.347707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:57.347845] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:15:57.347890] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:57.347925] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:57.351363] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-29T20:15:57.351670] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-29T20:15:57.351801] [INFO ] [sig       ] ALX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:57.497772] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALX.txt
[2025-12-29T20:15:57.497928] [INFO ] [sig       ] [150/3546] Completed ALX in 0.3s | 2.82 sym/s | Total: 53.2s | ETA: 20.1m
[2025-12-29T20:15:57.497968] [INFO ] [sig       ] [151/3546] Forecasting ALXO...
[2025-12-29T20:15:57.498003] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-29T20:15:57.498033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-29T20:15:57.510447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-29T20:15:57.510776] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-29T20:15:57.511611] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-29T20:15:57.511671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:57.511704] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:57.511730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:57.511788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:57.569044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:57.569835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:57.569918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:57.569950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:57.687759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:57.687914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:57.687956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:57.687987] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:57.691638] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-29T20:15:57.691937] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-29T20:15:57.692077] [INFO ] [sig       ] ALXO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:57.833251] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALXO.txt
[2025-12-29T20:15:57.833417] [INFO ] [sig       ] [151/3546] Completed ALXO in 0.3s | 2.82 sym/s | Total: 53.6s | ETA: 20.1m
[2025-12-29T20:15:57.833456] [INFO ] [sig       ] [152/3546] Forecasting ALZN...
[2025-12-29T20:15:57.833484] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-29T20:15:57.833516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-29T20:15:57.846152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-29T20:15:57.846542] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-29T20:15:57.847427] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-29T20:15:57.847482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:57.847514] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:57.847540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:57.847633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:57.906172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:57.907233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:57.907338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:57.907374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:58.034543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:58.034722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:58.034762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:58.034792] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:58.039548] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=89.82%)
[2025-12-29T20:15:58.039942] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-29T20:15:58.040102] [INFO ] [sig       ] ALZN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:58.196025] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ALZN.txt
[2025-12-29T20:15:58.196230] [INFO ] [sig       ] [152/3546] Completed ALZN in 0.4s | 2.82 sym/s | Total: 53.9s | ETA: 20.1m
[2025-12-29T20:15:58.196287] [INFO ] [sig       ] [153/3546] Forecasting AM...
[2025-12-29T20:15:58.196327] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-29T20:15:58.196372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-29T20:15:58.212977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-29T20:15:58.213708] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-29T20:15:58.214870] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-29T20:15:58.214940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:58.214985] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:58.215024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:58.215107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:58.293919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:58.295045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:58.295151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:58.295195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:58.421473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:58.421645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:58.421689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:58.421718] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:58.425298] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=79.48%)
[2025-12-29T20:15:58.425613] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-29T20:15:58.425754] [INFO ] [sig       ] AM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:58.569327] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AM.txt
[2025-12-29T20:15:58.569479] [INFO ] [sig       ] [153/3546] Completed AM in 0.4s | 2.82 sym/s | Total: 54.3s | ETA: 20.1m
[2025-12-29T20:15:58.569520] [INFO ] [sig       ] [154/3546] Forecasting AMAL...
[2025-12-29T20:15:58.569550] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-29T20:15:58.569600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-29T20:15:58.582072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-29T20:15:58.582404] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-29T20:15:58.583270] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-29T20:15:58.583325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:58.583356] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:58.583383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:58.583440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:58.642521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:58.643429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:58.643527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:58.643562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:58.763847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:58.764005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:58.764044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:58.764089] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:58.767523] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=37.47%)
[2025-12-29T20:15:58.767898] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-29T20:15:58.768032] [INFO ] [sig       ] AMAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:15:58.909794] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMAL.txt
[2025-12-29T20:15:58.909948] [INFO ] [sig       ] [154/3546] Completed AMAL in 0.3s | 2.82 sym/s | Total: 54.6s | ETA: 20.1m
[2025-12-29T20:15:58.909996] [INFO ] [sig       ] [155/3546] Forecasting AMBA...
[2025-12-29T20:15:58.910032] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-29T20:15:58.910068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-29T20:15:58.923307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-29T20:15:58.923649] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-29T20:15:58.924454] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-29T20:15:58.924506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:58.924537] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:58.924562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:58.924639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:58.983744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:58.984597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:58.984681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:58.984713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:59.111837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:59.112008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:59.112049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:59.112077] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:59.115523] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=60.67%)
[2025-12-29T20:15:59.115820] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-29T20:15:59.115951] [INFO ] [sig       ] AMBA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:59.256784] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMBA.txt
[2025-12-29T20:15:59.256930] [INFO ] [sig       ] [155/3546] Completed AMBA in 0.3s | 2.82 sym/s | Total: 55.0s | ETA: 20.1m
[2025-12-29T20:15:59.256970] [INFO ] [sig       ] [156/3546] Forecasting AMBP...
[2025-12-29T20:15:59.257190] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-29T20:15:59.257220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-29T20:15:59.270461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-29T20:15:59.270873] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-29T20:15:59.272302] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-29T20:15:59.272357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:59.272390] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:59.272418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:59.272477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:59.340339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:59.341395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:59.341523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:59.341570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:59.478656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:59.478847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:59.478905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:59.478940] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:59.482913] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-29T20:15:59.483214] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-29T20:15:59.483388] [INFO ] [sig       ] AMBP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:15:59.636843] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMBP.txt
[2025-12-29T20:15:59.637020] [INFO ] [sig       ] [156/3546] Completed AMBP in 0.4s | 2.82 sym/s | Total: 55.4s | ETA: 20.1m
[2025-12-29T20:15:59.637259] [INFO ] [sig       ] [157/3546] Forecasting AMC...
[2025-12-29T20:15:59.637290] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-29T20:15:59.637320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-29T20:15:59.650557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-29T20:15:59.650943] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-29T20:15:59.651814] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-29T20:15:59.651869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:15:59.651902] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:15:59.651930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:15:59.651990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:15:59.716466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:15:59.717449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:15:59.717548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:15:59.717601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:15:59.849379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:15:59.849535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:15:59.849592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:15:59.849624] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:15:59.853492] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=27.53%)
[2025-12-29T20:15:59.853809] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-29T20:15:59.853982] [INFO ] [sig       ] AMC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:00.006438] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMC.txt
[2025-12-29T20:16:00.006617] [INFO ] [sig       ] [157/3546] Completed AMC in 0.4s | 2.82 sym/s | Total: 55.7s | ETA: 20.1m
[2025-12-29T20:16:00.006662] [INFO ] [sig       ] [158/3546] Forecasting AMCX...
[2025-12-29T20:16:00.006693] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-29T20:16:00.006723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-29T20:16:00.020767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-29T20:16:00.021149] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-29T20:16:00.022045] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-29T20:16:00.022100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:00.022133] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:00.022171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:00.022233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:00.087730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:00.088634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:00.088721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:00.088755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:00.218109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:00.218273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:00.218315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:00.218356] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:00.222164] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-29T20:16:00.222465] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-29T20:16:00.222638] [INFO ] [sig       ] AMCX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:00.366098] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMCX.txt
[2025-12-29T20:16:00.366252] [INFO ] [sig       ] [158/3546] Completed AMCX in 0.4s | 2.82 sym/s | Total: 56.1s | ETA: 20.1m
[2025-12-29T20:16:00.366293] [INFO ] [sig       ] [159/3546] Forecasting AMD...
[2025-12-29T20:16:00.366323] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-29T20:16:00.366352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-29T20:16:00.378406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-29T20:16:00.378737] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-29T20:16:00.379569] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-29T20:16:00.379638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:00.379671] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:00.379697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:00.379754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:00.436529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:00.437224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:00.437305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:00.437337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:00.561811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:00.561970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:00.562008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:00.562036] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:00.565455] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-12-29T20:16:00.565748] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-29T20:16:00.565880] [INFO ] [sig       ] AMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:00.707682] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMD.txt
[2025-12-29T20:16:00.707843] [INFO ] [sig       ] [159/3546] Completed AMD in 0.3s | 2.82 sym/s | Total: 56.4s | ETA: 20.0m
[2025-12-29T20:16:00.707884] [INFO ] [sig       ] [160/3546] Forecasting AMDL...
[2025-12-29T20:16:00.707914] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-29T20:16:00.707944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-29T20:16:00.722431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-29T20:16:00.723002] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-29T20:16:00.723856] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-29T20:16:00.723909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:00.723940] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:00.723967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:00.724026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:00.781801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:00.782604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:00.782687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:00.782719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:00.913955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:00.914107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:00.914155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:00.914186] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:00.917931] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-29T20:16:00.918211] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-29T20:16:00.918341] [INFO ] [sig       ] AMDL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:01.056465] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMDL.txt
[2025-12-29T20:16:01.056640] [INFO ] [sig       ] [160/3546] Completed AMDL in 0.3s | 2.82 sym/s | Total: 56.8s | ETA: 20.0m
[2025-12-29T20:16:01.056685] [INFO ] [sig       ] [161/3546] Forecasting AME...
[2025-12-29T20:16:01.056715] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-29T20:16:01.056748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-29T20:16:01.070150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-29T20:16:01.070514] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-29T20:16:01.071409] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-29T20:16:01.071465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:01.071498] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:01.071528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:01.071627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:01.132378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:01.133303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:01.133452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:01.133493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:01.287772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:01.287928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:01.287966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:01.287994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:01.292135] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-12-29T20:16:01.292445] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-29T20:16:01.292609] [INFO ] [sig       ] AME: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:01.454124] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AME.txt
[2025-12-29T20:16:01.454283] [INFO ] [sig       ] [161/3546] Completed AME in 0.4s | 2.82 sym/s | Total: 57.2s | ETA: 20.0m
[2025-12-29T20:16:01.454324] [INFO ] [sig       ] [162/3546] Forecasting AMG...
[2025-12-29T20:16:01.454356] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-29T20:16:01.454392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-29T20:16:01.465957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-29T20:16:01.466377] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-29T20:16:01.467350] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-29T20:16:01.467410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:01.467447] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:01.467477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:01.467548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:01.532328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:01.533268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:01.533353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:01.533387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:01.654876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:01.655039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:01.655079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:01.655107] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:01.658658] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-29T20:16:01.659001] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-29T20:16:01.659142] [INFO ] [sig       ] AMG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:01.806558] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMG.txt
[2025-12-29T20:16:01.806739] [INFO ] [sig       ] [162/3546] Completed AMG in 0.4s | 2.82 sym/s | Total: 57.5s | ETA: 20.0m
[2025-12-29T20:16:01.806780] [INFO ] [sig       ] [163/3546] Forecasting AMGN...
[2025-12-29T20:16:01.806810] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-29T20:16:01.806839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-29T20:16:01.818797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-29T20:16:01.819210] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-29T20:16:01.820089] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-29T20:16:01.820144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:01.820207] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:01.820235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:01.820294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:01.882740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:01.883632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:01.883716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:01.883750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:02.003850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:02.004008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:02.004049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:02.004080] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:02.007592] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-29T20:16:02.007881] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-29T20:16:02.008030] [INFO ] [sig       ] AMGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:02.151649] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMGN.txt
[2025-12-29T20:16:02.151815] [INFO ] [sig       ] [163/3546] Completed AMGN in 0.3s | 2.82 sym/s | Total: 57.9s | ETA: 20.0m
[2025-12-29T20:16:02.151856] [INFO ] [sig       ] [164/3546] Forecasting AMH...
[2025-12-29T20:16:02.151884] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-29T20:16:02.151915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-29T20:16:02.164390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-29T20:16:02.164742] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-29T20:16:02.165937] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-29T20:16:02.165990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:02.166021] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:02.166047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:02.166105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:02.225950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:02.227059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:02.227149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:02.227183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:02.352146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:02.352299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:02.352340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:02.352370] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:02.355950] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-29T20:16:02.356239] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-29T20:16:02.356376] [INFO ] [sig       ] AMH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:02.505538] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMH.txt
[2025-12-29T20:16:02.505717] [INFO ] [sig       ] [164/3546] Completed AMH in 0.4s | 2.82 sym/s | Total: 58.2s | ETA: 20.0m
[2025-12-29T20:16:02.505759] [INFO ] [sig       ] [165/3546] Forecasting AMLX...
[2025-12-29T20:16:02.505790] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-29T20:16:02.505821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-29T20:16:02.518005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-29T20:16:02.518336] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-29T20:16:02.519204] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-29T20:16:02.519262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:02.519295] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:02.519322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:02.519380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:02.581002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:02.582180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:02.582268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:02.582301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:02.707910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:02.708048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:02.708086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:02.708114] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:02.712055] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-29T20:16:02.712352] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-29T20:16:02.712486] [INFO ] [sig       ] AMLX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:02.862768] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMLX.txt
[2025-12-29T20:16:02.862953] [INFO ] [sig       ] [165/3546] Completed AMLX in 0.4s | 2.82 sym/s | Total: 58.6s | ETA: 20.0m
[2025-12-29T20:16:02.862996] [INFO ] [sig       ] [166/3546] Forecasting AMN...
[2025-12-29T20:16:02.863026] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-29T20:16:02.863059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-29T20:16:02.875145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-29T20:16:02.875550] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-29T20:16:02.876598] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-29T20:16:02.876652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:02.876684] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:02.876709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:02.876766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:02.936072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:02.936945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:02.937047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:02.937087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:03.058694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:03.058873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:03.058915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:03.058982] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:03.063184] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-29T20:16:03.063519] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-29T20:16:03.063873] [INFO ] [sig       ] AMN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:03.215036] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMN.txt
[2025-12-29T20:16:03.215219] [INFO ] [sig       ] [166/3546] Completed AMN in 0.4s | 2.82 sym/s | Total: 59.0s | ETA: 20.0m
[2025-12-29T20:16:03.215260] [INFO ] [sig       ] [167/3546] Forecasting AMP...
[2025-12-29T20:16:03.215292] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-29T20:16:03.215325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-29T20:16:03.227550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-29T20:16:03.227967] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-29T20:16:03.228886] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-29T20:16:03.228942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:03.228975] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:03.229002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:03.229062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:03.304848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:03.305781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:03.305874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:03.305908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:03.428168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:03.428339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:03.428379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:03.428408] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:03.432049] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-29T20:16:03.432350] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-29T20:16:03.432488] [INFO ] [sig       ] AMP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:03.576281] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMP.txt
[2025-12-29T20:16:03.576417] [INFO ] [sig       ] [167/3546] Completed AMP in 0.4s | 2.82 sym/s | Total: 59.3s | ETA: 20.0m
[2025-12-29T20:16:03.576458] [INFO ] [sig       ] [168/3546] Forecasting AMPG...
[2025-12-29T20:16:03.576488] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-29T20:16:03.576519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-29T20:16:03.588155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-29T20:16:03.588444] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-29T20:16:03.589303] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-29T20:16:03.589358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:03.589391] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:03.589419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:03.589480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:03.648935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:03.649700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:03.649785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:03.649818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:03.787300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:03.787459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:03.787501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:03.787532] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:03.791226] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=60.63%)
[2025-12-29T20:16:03.791522] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-29T20:16:03.791701] [INFO ] [sig       ] AMPG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:03.945405] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMPG.txt
[2025-12-29T20:16:03.945555] [INFO ] [sig       ] [168/3546] Completed AMPG in 0.4s | 2.81 sym/s | Total: 59.7s | ETA: 20.0m
[2025-12-29T20:16:03.945616] [INFO ] [sig       ] [169/3546] Forecasting AMPH...
[2025-12-29T20:16:03.945646] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-29T20:16:03.945677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-29T20:16:03.957697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-29T20:16:03.958073] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-29T20:16:03.958941] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-29T20:16:03.958994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:03.959026] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:03.959052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:03.959110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:04.016652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:04.017466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:04.017551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:04.017603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:04.140914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:04.141075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:04.141122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:04.141157] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:04.144637] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-29T20:16:04.144913] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-29T20:16:04.145040] [INFO ] [sig       ] AMPH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:04.286280] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMPH.txt
[2025-12-29T20:16:04.286414] [INFO ] [sig       ] [169/3546] Completed AMPH in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:04.286456] [INFO ] [sig       ] [170/3546] Forecasting AMPL...
[2025-12-29T20:16:04.286484] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-29T20:16:04.286513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-29T20:16:04.298158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-29T20:16:04.298458] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-29T20:16:04.299302] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-29T20:16:04.299355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:04.299387] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:04.299413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:04.299471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:04.358168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:04.359008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:04.359092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:04.359124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:04.475102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:04.475253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:04.475295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:04.475323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:04.478970] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-29T20:16:04.479246] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-29T20:16:04.479378] [INFO ] [sig       ] AMPL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:04.624091] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMPL.txt
[2025-12-29T20:16:04.624270] [INFO ] [sig       ] [170/3546] Completed AMPL in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:04.624314] [INFO ] [sig       ] [171/3546] Forecasting AMPX...
[2025-12-29T20:16:04.624344] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-29T20:16:04.624374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-29T20:16:04.636605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-29T20:16:04.636895] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-29T20:16:04.637719] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-29T20:16:04.637783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:04.637816] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:04.637842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:04.637902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:04.696354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:04.697009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:04.697106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:04.697145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:04.817394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:04.817544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:04.817601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:04.817633] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:04.821032] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-29T20:16:04.821333] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-29T20:16:04.821462] [INFO ] [sig       ] AMPX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:04.963038] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMPX.txt
[2025-12-29T20:16:04.963171] [INFO ] [sig       ] [171/3546] Completed AMPX in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:04.963213] [INFO ] [sig       ] [172/3546] Forecasting AMRC...
[2025-12-29T20:16:04.963242] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-29T20:16:04.963272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-29T20:16:04.975247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-29T20:16:04.975536] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-29T20:16:04.976359] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-29T20:16:04.976412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:04.976445] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:04.976473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:04.976532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:05.034870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:05.035611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:05.035694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:05.035727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:05.158513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:05.158680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:05.158722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:05.158752] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:05.162183] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-29T20:16:05.162456] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-29T20:16:05.162601] [INFO ] [sig       ] AMRC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:05.304126] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMRC.txt
[2025-12-29T20:16:05.304265] [INFO ] [sig       ] [172/3546] Completed AMRC in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:05.304306] [INFO ] [sig       ] [173/3546] Forecasting AMRN...
[2025-12-29T20:16:05.304336] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-29T20:16:05.304366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-29T20:16:05.526299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-29T20:16:05.526668] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-29T20:16:05.527511] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-29T20:16:05.527564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:05.527617] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:05.527647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:05.527707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:05.590899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:05.591667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:05.591782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:05.591818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:05.718523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:05.718693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:05.718733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:05.718779] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:05.722344] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-12-29T20:16:05.722647] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-29T20:16:05.722783] [INFO ] [sig       ] AMRN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:05.869164] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMRN.txt
[2025-12-29T20:16:05.869314] [INFO ] [sig       ] [173/3546] Completed AMRN in 0.6s | 2.81 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:05.869354] [INFO ] [sig       ] [174/3546] Forecasting AMRX...
[2025-12-29T20:16:05.869386] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-29T20:16:05.869416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-29T20:16:05.883475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-29T20:16:05.883876] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-29T20:16:05.884904] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-29T20:16:05.884968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:05.885010] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:05.885047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:05.885132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:05.947036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:05.947849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:05.947932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:05.947965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:06.067850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:06.068008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:06.068048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:06.068078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:06.071667] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=57.10%)
[2025-12-29T20:16:06.071956] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-29T20:16:06.072091] [INFO ] [sig       ] AMRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:06.217305] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMRX.txt
[2025-12-29T20:16:06.217460] [INFO ] [sig       ] [174/3546] Completed AMRX in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:06.217506] [INFO ] [sig       ] [175/3546] Forecasting AMSC...
[2025-12-29T20:16:06.217539] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-29T20:16:06.217567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-29T20:16:06.228755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-29T20:16:06.229122] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-29T20:16:06.230170] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-29T20:16:06.230224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:06.230257] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:06.230283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:06.230342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:06.289218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:06.289959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:06.290040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:06.290071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:06.412333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:06.412484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:06.412524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:06.412553] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:06.416117] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-29T20:16:06.416401] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-29T20:16:06.416534] [INFO ] [sig       ] AMSC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:06.563002] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMSC.txt
[2025-12-29T20:16:06.563140] [INFO ] [sig       ] [175/3546] Completed AMSC in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:06.563178] [INFO ] [sig       ] [176/3546] Forecasting AMSF...
[2025-12-29T20:16:06.563208] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-29T20:16:06.563237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-29T20:16:06.574756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-29T20:16:06.575079] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-29T20:16:06.575904] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-29T20:16:06.575956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:06.575988] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:06.576015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:06.576073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:06.634751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:06.635410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:06.635491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:06.635525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:06.757761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:06.757902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:06.757939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:06.757968] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:06.761329] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=70.86%)
[2025-12-29T20:16:06.761621] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-29T20:16:06.761765] [INFO ] [sig       ] AMSF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:06.901504] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMSF.txt
[2025-12-29T20:16:06.901678] [INFO ] [sig       ] [176/3546] Completed AMSF in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:06.901720] [INFO ] [sig       ] [177/3546] Forecasting AMTB...
[2025-12-29T20:16:06.901750] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-29T20:16:06.901779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-29T20:16:06.912810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-29T20:16:06.913115] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-29T20:16:06.913940] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-29T20:16:06.913993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:06.914025] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:06.914052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:06.914110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:06.971849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:06.972852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:06.972938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:06.972971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:07.098637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:07.098813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:07.098854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:07.098883] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:07.102498] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-12-29T20:16:07.102804] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-29T20:16:07.102944] [INFO ] [sig       ] AMTB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:07.242568] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMTB.txt
[2025-12-29T20:16:07.242713] [INFO ] [sig       ] [177/3546] Completed AMTB in 0.3s | 2.81 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-29T20:16:07.242754] [INFO ] [sig       ] [178/3546] Forecasting AMTX...
[2025-12-29T20:16:07.242783] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-29T20:16:07.242812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-29T20:16:07.254344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-29T20:16:07.254635] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-29T20:16:07.255434] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-29T20:16:07.255488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:07.255521] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:07.255548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:07.255622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:07.313931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:07.314601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:07.314681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:07.314714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:07.448215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:07.448379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:07.448437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:07.448467] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:07.451961] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-29T20:16:07.452237] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-29T20:16:07.452367] [INFO ] [sig       ] AMTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:07.593042] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMTX.txt
[2025-12-29T20:16:07.593170] [INFO ] [sig       ] [178/3546] Completed AMTX in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-29T20:16:07.593208] [INFO ] [sig       ] [179/3546] Forecasting AMWD...
[2025-12-29T20:16:07.593236] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-29T20:16:07.593266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-29T20:16:07.604566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-29T20:16:07.604855] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-29T20:16:07.605651] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-29T20:16:07.605703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:07.605735] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:07.605762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:07.605819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:07.663789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:07.664391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:07.664469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:07.664501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:07.783361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:07.783485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:07.783521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:07.783550] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:07.786845] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-29T20:16:07.787114] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-29T20:16:07.787239] [INFO ] [sig       ] AMWD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:07.928972] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMWD.txt
[2025-12-29T20:16:07.929100] [INFO ] [sig       ] [179/3546] Completed AMWD in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-29T20:16:07.929139] [INFO ] [sig       ] [180/3546] Forecasting AMWL...
[2025-12-29T20:16:07.929168] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-29T20:16:07.929197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-29T20:16:07.940969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-29T20:16:07.941235] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-29T20:16:07.942035] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-29T20:16:07.942087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:07.942143] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:07.942172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:07.942231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:07.999816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:08.000427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:08.000505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:08.000536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:08.120270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:08.120423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:08.120466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:08.120497] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:08.124156] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-29T20:16:08.124513] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-29T20:16:08.124678] [INFO ] [sig       ] AMWL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:08.264190] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMWL.txt
[2025-12-29T20:16:08.264314] [INFO ] [sig       ] [180/3546] Completed AMWL in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:08.264353] [INFO ] [sig       ] [181/3546] Forecasting AMX...
[2025-12-29T20:16:08.264382] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-29T20:16:08.264411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-29T20:16:08.275972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-29T20:16:08.276237] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-29T20:16:08.277046] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-29T20:16:08.277098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:08.277130] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:08.277157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:08.277215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:08.334769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:08.335368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:08.335447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:08.335478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:08.453945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:08.454102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:08.454145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:08.454174] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:08.457660] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-29T20:16:08.457953] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-29T20:16:08.458087] [INFO ] [sig       ] AMX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:08.601348] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMX.txt
[2025-12-29T20:16:08.601485] [INFO ] [sig       ] [181/3546] Completed AMX in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:08.601525] [INFO ] [sig       ] [182/3546] Forecasting AMZD...
[2025-12-29T20:16:08.601553] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-29T20:16:08.601599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-29T20:16:08.613233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-29T20:16:08.613503] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-29T20:16:08.614298] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-29T20:16:08.614350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:08.614390] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:08.614419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:08.614475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:08.672463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:08.673422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:08.673527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:08.673596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:08.789977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:08.790132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:08.790171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:08.790199] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:08.793629] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-29T20:16:08.793908] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-29T20:16:08.794040] [INFO ] [sig       ] AMZD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:08.939254] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMZD.txt
[2025-12-29T20:16:08.939413] [INFO ] [sig       ] [182/3546] Completed AMZD in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:08.939454] [INFO ] [sig       ] [183/3546] Forecasting AMZN...
[2025-12-29T20:16:08.939482] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-29T20:16:08.939512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-29T20:16:08.950927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-29T20:16:08.951284] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-29T20:16:08.952141] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-29T20:16:08.952205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:08.952243] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:08.952275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:08.952332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:09.010384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:09.011252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:09.011337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:09.011370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:09.132900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:09.133057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:09.133095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:09.133159] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:09.136783] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-29T20:16:09.137074] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-29T20:16:09.137208] [INFO ] [sig       ] AMZN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:09.283093] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AMZN.txt
[2025-12-29T20:16:09.283262] [INFO ] [sig       ] [183/3546] Completed AMZN in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:09.283301] [INFO ] [sig       ] [184/3546] Forecasting AMZZ...
[2025-12-29T20:16:09.283333] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-29T20:16:09.283363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-29T20:16:09.295500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-29T20:16:09.295923] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-29T20:16:09.296818] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-29T20:16:09.296884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:09.296929] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:09.296969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:09.297028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:09.356332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:09.357280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:09.357368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:09.357401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:09.481797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:09.481956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:09.481996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:09.482031] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:09.485851] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-29T20:16:09.486148] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-29T20:16:09.486289] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:09.639106] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AMZZ.txt
[2025-12-29T20:16:09.639238] [INFO ] [sig       ] [184/3546] Completed AMZZ in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:09.639277] [INFO ] [sig       ] [185/3546] Forecasting AN...
[2025-12-29T20:16:09.639307] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-29T20:16:09.639336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-29T20:16:09.650686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-29T20:16:09.650982] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-29T20:16:09.651789] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-29T20:16:09.651843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:09.651874] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:09.651900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:09.651961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:09.714957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:09.715874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:09.715962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:09.715996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:09.841113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:09.841261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:09.841301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:09.841333] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:09.845433] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-12-29T20:16:09.845779] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-29T20:16:09.845944] [INFO ] [sig       ] AN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:09.990268] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AN.txt
[2025-12-29T20:16:09.990400] [INFO ] [sig       ] [185/3546] Completed AN in 0.4s | 2.81 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:09.990631] [INFO ] [sig       ] [186/3546] Forecasting ANAB...
[2025-12-29T20:16:09.990670] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-29T20:16:09.990701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-29T20:16:10.003564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-29T20:16:10.003865] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-29T20:16:10.004681] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-29T20:16:10.004734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:10.004766] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:10.004792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:10.004850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:10.063568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:10.064444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:10.064531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:10.064564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:10.184609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:10.184762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:10.184800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:10.184827] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:10.188215] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-12-29T20:16:10.188493] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-29T20:16:10.188638] [INFO ] [sig       ] ANAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:10.329031] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ANAB.txt
[2025-12-29T20:16:10.329153] [INFO ] [sig       ] [186/3546] Completed ANAB in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:10.329200] [INFO ] [sig       ] [187/3546] Forecasting ANDE...
[2025-12-29T20:16:10.329235] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-29T20:16:10.329270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-29T20:16:10.340460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-29T20:16:10.340760] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-29T20:16:10.341552] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-29T20:16:10.341625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:10.341657] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:10.341684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:10.341741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:10.400295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:10.400958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:10.401037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:10.401070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:10.524929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:10.525061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:10.525099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:10.525127] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:10.528473] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-29T20:16:10.528789] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-29T20:16:10.528923] [INFO ] [sig       ] ANDE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:10.669940] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ANDE.txt
[2025-12-29T20:16:10.670088] [INFO ] [sig       ] [187/3546] Completed ANDE in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:10.670128] [INFO ] [sig       ] [188/3546] Forecasting ANF...
[2025-12-29T20:16:10.670161] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-29T20:16:10.670197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-29T20:16:10.682221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-29T20:16:10.682566] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-29T20:16:10.683403] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-29T20:16:10.683658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:10.683690] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:10.683716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:10.683773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:10.742024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:10.742886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:10.742968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:10.742999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:10.860392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:10.860520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:10.860558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:10.860604] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:10.864338] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-29T20:16:10.864827] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-29T20:16:10.864958] [INFO ] [sig       ] ANF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:11.018402] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ANF.txt
[2025-12-29T20:16:11.018534] [INFO ] [sig       ] [188/3546] Completed ANF in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:11.018613] [INFO ] [sig       ] [189/3546] Forecasting ANGI...
[2025-12-29T20:16:11.018646] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-29T20:16:11.018675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-29T20:16:11.030048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-29T20:16:11.030375] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-29T20:16:11.031227] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-29T20:16:11.031281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:11.031313] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:11.031341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:11.031400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:11.090068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:11.090820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:11.090903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:11.090936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:11.207071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:11.207226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:11.207266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:11.207310] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:11.210845] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=29.53%)
[2025-12-29T20:16:11.211156] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-29T20:16:11.211293] [INFO ] [sig       ] ANGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:11.360161] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ANGI.txt
[2025-12-29T20:16:11.360296] [INFO ] [sig       ] [189/3546] Completed ANGI in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:11.360337] [INFO ] [sig       ] [190/3546] Forecasting ANGL...
[2025-12-29T20:16:11.360366] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-29T20:16:11.360396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-29T20:16:11.371340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-29T20:16:11.371636] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-29T20:16:11.372422] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-29T20:16:11.372474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:11.372504] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:11.372531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:11.372609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:11.429893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:11.430536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:11.430660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:11.430694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:11.570981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:11.571166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:11.571220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:11.571256] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:11.574965] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-29T20:16:11.575280] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-29T20:16:11.575419] [INFO ] [sig       ] ANGL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:11.731562] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ANGL.txt
[2025-12-29T20:16:11.731753] [INFO ] [sig       ] [190/3546] Completed ANGL in 0.4s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:11.731800] [INFO ] [sig       ] [191/3546] Forecasting ANGO...
[2025-12-29T20:16:11.731831] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-29T20:16:11.731863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-29T20:16:11.743418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-29T20:16:11.743791] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-29T20:16:11.744617] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-29T20:16:11.744671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:11.744703] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:11.744730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:11.744793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:11.809976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:11.810878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:11.810969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:11.811018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:11.936939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:11.937095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:11.937135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:11.937166] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:11.941119] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=61.08%)
[2025-12-29T20:16:11.941509] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-29T20:16:11.941700] [INFO ] [sig       ] ANGO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:12.104070] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ANGO.txt
[2025-12-29T20:16:12.104231] [INFO ] [sig       ] [191/3546] Completed ANGO in 0.4s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:12.104271] [INFO ] [sig       ] [192/3546] Forecasting ANIK...
[2025-12-29T20:16:12.104302] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-29T20:16:12.104332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-29T20:16:12.115947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-29T20:16:12.116259] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-29T20:16:12.117101] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-29T20:16:12.117155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:12.117188] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:12.117216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:12.117276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:12.176179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:12.177062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:12.177149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:12.177184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:12.294799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:12.294940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:12.294980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:12.295008] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:12.298357] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=35.65%)
[2025-12-29T20:16:12.298653] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-29T20:16:12.298803] [INFO ] [sig       ] ANIK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:12.450444] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ANIK.txt
[2025-12-29T20:16:12.450619] [INFO ] [sig       ] [192/3546] Completed ANIK in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-29T20:16:12.450661] [INFO ] [sig       ] [193/3546] Forecasting ANIP...
[2025-12-29T20:16:12.450693] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-29T20:16:12.450722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-29T20:16:12.462452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-29T20:16:12.462799] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-29T20:16:12.463662] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-29T20:16:12.463715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:12.463748] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:12.463785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:12.463845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:12.521815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:12.522490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:12.522570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:12.522621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:12.644728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:12.644874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:12.644913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:12.644941] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:12.648392] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-12-29T20:16:12.648731] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-29T20:16:12.648892] [INFO ] [sig       ] ANIP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:12.794152] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ANIP.txt
[2025-12-29T20:16:12.794310] [INFO ] [sig       ] [193/3546] Completed ANIP in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-29T20:16:12.794350] [INFO ] [sig       ] [194/3546] Forecasting ANIX...
[2025-12-29T20:16:12.794381] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-29T20:16:12.794410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-29T20:16:12.805186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-29T20:16:12.805480] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-29T20:16:12.806293] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-29T20:16:12.806346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:12.806378] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:12.806404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:12.806461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:12.866075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:12.866805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:12.866890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:12.866924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:12.990674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:12.990833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:12.990872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:12.990900] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:12.994878] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=29.48%)
[2025-12-29T20:16:12.995293] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-29T20:16:12.995457] [INFO ] [sig       ] ANIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:13.141612] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ANIX.txt
[2025-12-29T20:16:13.141746] [INFO ] [sig       ] [194/3546] Completed ANIX in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-29T20:16:13.141785] [INFO ] [sig       ] [195/3546] Forecasting ANNX...
[2025-12-29T20:16:13.141814] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-29T20:16:13.141844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-29T20:16:13.153609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-29T20:16:13.153943] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-29T20:16:13.154805] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-29T20:16:13.154860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:13.154893] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:13.154922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:13.154986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:13.215070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:13.215952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:13.216062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:13.216099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:13.345394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:13.345546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:13.345605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:13.345637] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:13.349140] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=68.23%)
[2025-12-29T20:16:13.349467] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-29T20:16:13.349633] [INFO ] [sig       ] ANNX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:13.491081] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ANNX.txt
[2025-12-29T20:16:13.491240] [INFO ] [sig       ] [195/3546] Completed ANNX in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:13.491283] [INFO ] [sig       ] [196/3546] Forecasting ANTX...
[2025-12-29T20:16:13.491314] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-29T20:16:13.491352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-29T20:16:13.503130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-29T20:16:13.503509] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-29T20:16:13.504330] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-29T20:16:13.504383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:13.504416] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:13.504443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:13.504501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:13.562587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:13.563419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:13.563500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:13.563533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:13.677620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:13.677749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:13.677787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:13.677817] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:13.681143] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-12-29T20:16:13.681455] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-29T20:16:13.681601] [INFO ] [sig       ] ANTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:13.822888] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ANTX.txt
[2025-12-29T20:16:13.823045] [INFO ] [sig       ] [196/3546] Completed ANTX in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:13.823085] [INFO ] [sig       ] [197/3546] Forecasting ANVS...
[2025-12-29T20:16:13.823116] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-29T20:16:13.823151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-29T20:16:13.835023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-29T20:16:13.835414] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-29T20:16:13.836236] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-29T20:16:13.836289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:13.836351] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:13.836380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:13.836438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:13.896266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:13.897139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:13.897224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:13.897257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:14.015439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:14.015588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:14.015628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:14.015656] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:14.019052] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-29T20:16:14.019331] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-29T20:16:14.019463] [INFO ] [sig       ] ANVS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:14.163358] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ANVS.txt
[2025-12-29T20:16:14.163497] [INFO ] [sig       ] [197/3546] Completed ANVS in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:14.163538] [INFO ] [sig       ] [198/3546] Forecasting AOD...
[2025-12-29T20:16:14.163589] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-29T20:16:14.163635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-29T20:16:14.175748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-29T20:16:14.176092] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-29T20:16:14.176900] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-29T20:16:14.176952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:14.176984] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:14.177012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:14.177070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:14.234495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:14.235188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:14.235269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:14.235301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:14.356018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:14.356168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:14.356208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:14.356237] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:14.359651] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=63.89%)
[2025-12-29T20:16:14.359930] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-29T20:16:14.360057] [INFO ] [sig       ] AOD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:14.499851] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AOD.txt
[2025-12-29T20:16:14.500000] [INFO ] [sig       ] [198/3546] Completed AOD in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:14.500043] [INFO ] [sig       ] [199/3546] Forecasting AOHY...
[2025-12-29T20:16:14.500073] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-29T20:16:14.500104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-29T20:16:14.512308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-29T20:16:14.512641] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-29T20:16:14.513451] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-29T20:16:14.513503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:14.513749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:14.513779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:14.513837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:14.576190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:14.577045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:14.577129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:14.577163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:14.695073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:14.695209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:14.695248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:14.695276] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:14.699043] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=81.07%)
[2025-12-29T20:16:14.699322] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-29T20:16:14.699451] [INFO ] [sig       ] AOHY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:14.841272] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AOHY.txt
[2025-12-29T20:16:14.841425] [INFO ] [sig       ] [199/3546] Completed AOHY in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:14.841465] [INFO ] [sig       ] [200/3546] Forecasting AON...
[2025-12-29T20:16:14.841495] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-29T20:16:14.841527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-29T20:16:14.853766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-29T20:16:14.854140] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-29T20:16:14.854962] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-29T20:16:14.855014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:14.855045] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:14.855071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:14.855128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:14.915144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:14.916001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:14.916096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:14.916129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:15.045173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:15.045330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:15.045371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:15.045643] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:15.050245] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-29T20:16:15.050780] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-29T20:16:15.050979] [INFO ] [sig       ] AON: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:15.197187] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AON.txt
[2025-12-29T20:16:15.197341] [INFO ] [sig       ] [200/3546] Completed AON in 0.4s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:15.197382] [INFO ] [sig       ] [201/3546] Forecasting AOS...
[2025-12-29T20:16:15.197412] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-29T20:16:15.197443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-29T20:16:15.210524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-29T20:16:15.210879] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-29T20:16:15.211717] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-29T20:16:15.211772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:15.211805] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:15.211833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:15.211892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:15.272215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:15.273157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:15.273243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:15.273276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:15.393466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:15.393636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:15.393678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:15.393707] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:15.397137] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-12-29T20:16:15.397428] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-29T20:16:15.397564] [INFO ] [sig       ] AOS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:15.536995] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AOS.txt
[2025-12-29T20:16:15.537161] [INFO ] [sig       ] [201/3546] Completed AOS in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:15.537202] [INFO ] [sig       ] [202/3546] Forecasting AOSL...
[2025-12-29T20:16:15.537233] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-29T20:16:15.537262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-29T20:16:15.549435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-29T20:16:15.549844] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-29T20:16:15.550696] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-29T20:16:15.550749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:15.550780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:15.550805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:15.550863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:15.607933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:15.608841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:15.608935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:15.608968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:15.726656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:15.726823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:15.726863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:15.726892] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:15.730321] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-29T20:16:15.730618] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-29T20:16:15.730748] [INFO ] [sig       ] AOSL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:15.869736] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AOSL.txt
[2025-12-29T20:16:15.869879] [INFO ] [sig       ] [202/3546] Completed AOSL in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:15.869919] [INFO ] [sig       ] [203/3546] Forecasting AP...
[2025-12-29T20:16:15.869948] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-29T20:16:15.869977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-29T20:16:15.880877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-29T20:16:15.881184] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-29T20:16:15.881994] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-29T20:16:15.882046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:15.882077] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:15.882103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:15.882161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:15.946312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:15.947413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:15.947526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:15.947596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:16.084448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:16.084654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:16.084699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:16.084727] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:16.088639] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-29T20:16:16.089084] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-29T20:16:16.089248] [INFO ] [sig       ] AP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:16.236148] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AP.txt
[2025-12-29T20:16:16.236290] [INFO ] [sig       ] [203/3546] Completed AP in 0.4s | 2.82 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-29T20:16:16.236331] [INFO ] [sig       ] [204/3546] Forecasting APA...
[2025-12-29T20:16:16.236360] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-29T20:16:16.236389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-29T20:16:16.248168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-29T20:16:16.248492] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-29T20:16:16.249364] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-29T20:16:16.249419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:16.249449] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:16.249475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:16.249532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:16.307094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:16.308177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:16.308262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:16.308295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:16.436995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:16.437152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:16.437193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:16.437221] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:16.440881] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-29T20:16:16.441172] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-29T20:16:16.441309] [INFO ] [sig       ] APA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:16.584333] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/APA.txt
[2025-12-29T20:16:16.584463] [INFO ] [sig       ] [204/3546] Completed APA in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-29T20:16:16.584501] [INFO ] [sig       ] [205/3546] Forecasting APAM...
[2025-12-29T20:16:16.584532] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-29T20:16:16.584561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-29T20:16:16.596055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-29T20:16:16.596380] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-29T20:16:16.597225] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-29T20:16:16.597279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:16.597312] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:16.597340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:16.597399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:16.655555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:16.656348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:16.656433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:16.656466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:16.775958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:16.776108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:16.776146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:16.776175] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:16.779881] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-12-29T20:16:16.780170] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-29T20:16:16.780300] [INFO ] [sig       ] APAM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:16.927363] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APAM.txt
[2025-12-29T20:16:16.927517] [INFO ] [sig       ] [205/3546] Completed APAM in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-29T20:16:16.927558] [INFO ] [sig       ] [206/3546] Forecasting APD...
[2025-12-29T20:16:16.927607] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-29T20:16:16.927638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-29T20:16:16.938744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-29T20:16:16.939116] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-29T20:16:16.939956] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-29T20:16:16.940008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:16.940050] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:16.940078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:16.940136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:16.998960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:16.999925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:17.000040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:17.000074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:17.125058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:17.125212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:17.125253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:17.125281] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:17.128749] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-29T20:16:17.129090] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-29T20:16:17.129232] [INFO ] [sig       ] APD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:17.272434] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APD.txt
[2025-12-29T20:16:17.272601] [INFO ] [sig       ] [206/3546] Completed APD in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-29T20:16:17.272643] [INFO ] [sig       ] [207/3546] Forecasting APEI...
[2025-12-29T20:16:17.272674] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-29T20:16:17.272703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-29T20:16:17.284268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-29T20:16:17.284630] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-29T20:16:17.285452] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-29T20:16:17.285504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:17.285536] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:17.285565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:17.285643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:17.344387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:17.345204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:17.345314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:17.345347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:17.464080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:17.464234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:17.464273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:17.464304] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:17.467844] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-29T20:16:17.468152] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-29T20:16:17.468290] [INFO ] [sig       ] APEI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:17.607786] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/APEI.txt
[2025-12-29T20:16:17.607920] [INFO ] [sig       ] [207/3546] Completed APEI in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-29T20:16:17.607959] [INFO ] [sig       ] [208/3546] Forecasting APG...
[2025-12-29T20:16:17.607988] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-29T20:16:17.608018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-29T20:16:17.620280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-29T20:16:17.620657] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-29T20:16:17.621514] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-29T20:16:17.621570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:17.621624] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:17.621653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:17.621713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:17.679883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:17.680522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:17.680623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:17.680658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:17.801523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:17.801660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:17.801701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:17.801730] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:17.805057] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=81.78%)
[2025-12-29T20:16:17.805343] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-29T20:16:17.805478] [INFO ] [sig       ] APG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:17.945832] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APG.txt
[2025-12-29T20:16:17.945966] [INFO ] [sig       ] [208/3546] Completed APG in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-29T20:16:17.946005] [INFO ] [sig       ] [209/3546] Forecasting APGE...
[2025-12-29T20:16:17.946034] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-29T20:16:17.946064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-29T20:16:17.957435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-29T20:16:17.957793] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-29T20:16:17.958682] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-29T20:16:17.958736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:17.958794] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:17.958827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:17.958885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:18.017283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:18.017937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:18.018019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:18.018052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:18.141355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:18.141504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:18.141545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:18.141781] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:18.145510] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-29T20:16:18.145818] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-29T20:16:18.145955] [INFO ] [sig       ] APGE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:18.289144] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/APGE.txt
[2025-12-29T20:16:18.289296] [INFO ] [sig       ] [209/3546] Completed APGE in 0.3s | 2.82 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-29T20:16:18.289342] [INFO ] [sig       ] [210/3546] Forecasting APH...
[2025-12-29T20:16:18.289376] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-29T20:16:18.289406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-29T20:16:18.300823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-29T20:16:18.301104] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-29T20:16:18.301954] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-29T20:16:18.302007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:18.302038] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:18.302063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:18.302121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:18.362152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:18.363038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:18.363123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:18.363158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:18.493071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:18.493221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:18.493261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:18.493292] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:18.496827] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=62.07%)
[2025-12-29T20:16:18.497151] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-29T20:16:18.497292] [INFO ] [sig       ] APH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:18.641724] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APH.txt
[2025-12-29T20:16:18.641918] [INFO ] [sig       ] [210/3546] Completed APH in 0.4s | 2.82 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-29T20:16:18.641964] [INFO ] [sig       ] [211/3546] Forecasting API...
[2025-12-29T20:16:18.641994] [INFO ] [sig       ] Generating forecast for: API
[2025-12-29T20:16:18.642026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-29T20:16:18.653512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-29T20:16:18.653910] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-29T20:16:18.654796] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-29T20:16:18.654851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:18.654885] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:18.654913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:18.654973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:18.714118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:18.715247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:18.715335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:18.715368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:18.840495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:18.840668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:18.840710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:18.840741] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:18.844230] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-12-29T20:16:18.844524] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-29T20:16:18.844697] [INFO ] [sig       ] API: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:18.992113] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/API.txt
[2025-12-29T20:16:18.992274] [INFO ] [sig       ] [211/3546] Completed API in 0.4s | 2.82 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-29T20:16:18.992320] [INFO ] [sig       ] [212/3546] Forecasting APLD...
[2025-12-29T20:16:18.992352] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-29T20:16:18.992385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-29T20:16:19.004999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-29T20:16:19.005362] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-29T20:16:19.006381] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-29T20:16:19.006433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:19.006465] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:19.006491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:19.006549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:19.065825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:19.066700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:19.066785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:19.066817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:19.196427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:19.196610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:19.196656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:19.196686] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:19.200165] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-29T20:16:19.200455] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-29T20:16:19.200609] [INFO ] [sig       ] APLD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:19.344273] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APLD.txt
[2025-12-29T20:16:19.344402] [INFO ] [sig       ] [212/3546] Completed APLD in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-29T20:16:19.344441] [INFO ] [sig       ] [213/3546] Forecasting APLE...
[2025-12-29T20:16:19.344470] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-29T20:16:19.344499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-29T20:16:19.355979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-29T20:16:19.356244] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-29T20:16:19.357027] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-29T20:16:19.357079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:19.357111] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:19.357136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:19.357193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:19.414981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:19.415603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:19.415681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:19.415712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:19.531263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:19.531390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:19.531431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:19.531475] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:19.534748] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=27.14%)
[2025-12-29T20:16:19.535018] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-29T20:16:19.535144] [INFO ] [sig       ] APLE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:19.674854] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/APLE.txt
[2025-12-29T20:16:19.675015] [INFO ] [sig       ] [213/3546] Completed APLE in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-29T20:16:19.675056] [INFO ] [sig       ] [214/3546] Forecasting APLS...
[2025-12-29T20:16:19.675084] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-29T20:16:19.675113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-29T20:16:19.688039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-29T20:16:19.688439] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-29T20:16:19.689300] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-29T20:16:19.689358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:19.689426] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:19.689461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:19.689533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:19.747601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:19.748490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:19.748606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:19.748642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:19.875079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:19.875234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:19.875274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:19.875302] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:19.879562] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-12-29T20:16:19.879869] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-29T20:16:19.880004] [INFO ] [sig       ] APLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:20.025554] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APLS.txt
[2025-12-29T20:16:20.025734] [INFO ] [sig       ] [214/3546] Completed APLS in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-29T20:16:20.025776] [INFO ] [sig       ] [215/3546] Forecasting APM...
[2025-12-29T20:16:20.025805] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-29T20:16:20.025835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-29T20:16:20.038330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-29T20:16:20.042292] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-29T20:16:20.043425] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-29T20:16:20.043497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:20.043529] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:20.043555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:20.043645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:20.108550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:20.109665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:20.109767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:20.109800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:20.231805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:20.231961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:20.232001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:20.232030] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:20.235417] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-29T20:16:20.235725] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-29T20:16:20.235854] [INFO ] [sig       ] APM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:20.378211] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APM.txt
[2025-12-29T20:16:20.378405] [INFO ] [sig       ] [215/3546] Completed APM in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-29T20:16:20.378457] [INFO ] [sig       ] [216/3546] Forecasting APO...
[2025-12-29T20:16:20.378494] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-29T20:16:20.378532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-29T20:16:20.390551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-29T20:16:20.391001] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-29T20:16:20.391947] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-29T20:16:20.392006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:20.392041] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:20.392070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:20.392131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:20.457489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:20.458444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:20.458533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:20.458568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:20.586177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:20.586332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:20.586372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:20.586401] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:20.589893] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-12-29T20:16:20.590180] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-29T20:16:20.590313] [INFO ] [sig       ] APO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:20.737968] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/APO.txt
[2025-12-29T20:16:20.738123] [INFO ] [sig       ] [216/3546] Completed APO in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:20.738167] [INFO ] [sig       ] [217/3546] Forecasting APOG...
[2025-12-29T20:16:20.738197] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-29T20:16:20.738227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-29T20:16:20.750645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-29T20:16:20.751108] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-29T20:16:20.752028] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-29T20:16:20.752085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:20.752117] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:20.752157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:20.752217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:20.818614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:20.819569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:20.819682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:20.819715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:20.968369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:20.968523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:20.968563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:20.968661] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:20.972611] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-29T20:16:20.972901] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-29T20:16:20.973034] [INFO ] [sig       ] APOG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:21.116070] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/APOG.txt
[2025-12-29T20:16:21.116230] [INFO ] [sig       ] [217/3546] Completed APOG in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-29T20:16:21.116272] [INFO ] [sig       ] [218/3546] Forecasting APP...
[2025-12-29T20:16:21.116301] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-29T20:16:21.116330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-29T20:16:21.128072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-29T20:16:21.128448] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-29T20:16:21.129360] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-29T20:16:21.129416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:21.129449] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:21.129476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:21.129541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:21.189105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:21.189982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:21.190074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:21.190107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:21.312512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:21.312692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:21.312733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:21.312762] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:21.316309] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-29T20:16:21.316668] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-29T20:16:21.316809] [INFO ] [sig       ] APP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:21.465374] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APP.txt
[2025-12-29T20:16:21.465506] [INFO ] [sig       ] [218/3546] Completed APP in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:21.465547] [INFO ] [sig       ] [219/3546] Forecasting APPF...
[2025-12-29T20:16:21.465593] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-29T20:16:21.465626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-29T20:16:21.477246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-29T20:16:21.477597] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-29T20:16:21.478484] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-29T20:16:21.478541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:21.478601] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:21.478643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:21.478705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:21.538454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:21.539366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:21.539460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:21.539503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:21.665565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:21.665735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:21.665775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:21.665805] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:21.669408] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-12-29T20:16:21.669726] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-29T20:16:21.669862] [INFO ] [sig       ] APPF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:21.821467] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APPF.txt
[2025-12-29T20:16:21.821649] [INFO ] [sig       ] [219/3546] Completed APPF in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:21.821703] [INFO ] [sig       ] [220/3546] Forecasting APPN...
[2025-12-29T20:16:21.821743] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-29T20:16:21.821779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-29T20:16:21.833956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-29T20:16:21.834392] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-29T20:16:21.835302] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-29T20:16:21.835359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:21.835392] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:21.835420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:21.835478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:21.897176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:21.898120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:21.898209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:21.898243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:22.029845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:22.030006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:22.030046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:22.030075] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:22.033834] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-29T20:16:22.034131] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-29T20:16:22.034266] [INFO ] [sig       ] APPN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:22.192643] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APPN.txt
[2025-12-29T20:16:22.192801] [INFO ] [sig       ] [220/3546] Completed APPN in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:22.192842] [INFO ] [sig       ] [221/3546] Forecasting APPS...
[2025-12-29T20:16:22.192872] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-29T20:16:22.192906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-29T20:16:22.204815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-29T20:16:22.205208] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-29T20:16:22.206081] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-29T20:16:22.206135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:22.206167] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:22.206193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:22.206252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:22.267176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:22.268059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:22.268143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:22.268178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:22.396130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:22.396288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:22.396329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:22.396357] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:22.400353] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=26.39%)
[2025-12-29T20:16:22.400713] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-29T20:16:22.400856] [INFO ] [sig       ] APPS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:22.554320] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/APPS.txt
[2025-12-29T20:16:22.554460] [INFO ] [sig       ] [221/3546] Completed APPS in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:22.554500] [INFO ] [sig       ] [222/3546] Forecasting APYX...
[2025-12-29T20:16:22.554529] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-29T20:16:22.554558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-29T20:16:22.566845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-29T20:16:22.567240] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-29T20:16:22.568093] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-29T20:16:22.568149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:22.568182] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:22.568210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:22.568270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:22.628552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:22.629503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:22.629633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:22.629674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:22.748175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:22.748333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:22.748374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:22.748403] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:22.752043] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-29T20:16:22.752377] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-29T20:16:22.752525] [INFO ] [sig       ] APYX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:22.907985] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/APYX.txt
[2025-12-29T20:16:22.908125] [INFO ] [sig       ] [222/3546] Completed APYX in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:22.908167] [INFO ] [sig       ] [223/3546] Forecasting AQMS...
[2025-12-29T20:16:22.908197] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-29T20:16:22.908228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-29T20:16:22.920421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-29T20:16:22.920741] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-29T20:16:22.921544] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-29T20:16:22.921626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:22.921661] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:22.921689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:22.921748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:22.980496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:22.981386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:22.981473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:22.981510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:23.094913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:23.095067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:23.095106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:23.095135] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:23.098609] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-29T20:16:23.098939] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-29T20:16:23.099077] [INFO ] [sig       ] AQMS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:23.249443] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AQMS.txt
[2025-12-29T20:16:23.249621] [INFO ] [sig       ] [223/3546] Completed AQMS in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:23.249664] [INFO ] [sig       ] [224/3546] Forecasting AQN...
[2025-12-29T20:16:23.249693] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-29T20:16:23.249722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-29T20:16:23.261385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-29T20:16:23.261689] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-29T20:16:23.262459] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-29T20:16:23.262511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:23.262542] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:23.262587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:23.262649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:23.319268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:23.319940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:23.320046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:23.320079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:23.438843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:23.438998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:23.439038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:23.439066] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:23.442489] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: UP (p=62.33%)
[2025-12-29T20:16:23.442789] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-29T20:16:23.442920] [INFO ] [sig       ] AQN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:23.582411] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AQN.txt
[2025-12-29T20:16:23.582537] [INFO ] [sig       ] [224/3546] Completed AQN in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:23.582592] [INFO ] [sig       ] [225/3546] Forecasting AQNB...
[2025-12-29T20:16:23.582624] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-29T20:16:23.582655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-29T20:16:23.595920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-29T20:16:23.596403] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-29T20:16:23.597319] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-29T20:16:23.597377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:23.597411] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:23.597440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:23.597513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:23.656224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:23.657223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:23.657318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:23.657354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:23.779430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:23.779624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:23.779667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:23.779697] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:23.783267] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=54.48%)
[2025-12-29T20:16:23.783640] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-29T20:16:23.783795] [INFO ] [sig       ] AQNB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:23.945044] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AQNB.txt
[2025-12-29T20:16:23.945231] [INFO ] [sig       ] [225/3546] Completed AQNB in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:23.945279] [INFO ] [sig       ] [226/3546] Forecasting ARBB...
[2025-12-29T20:16:23.945309] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-29T20:16:23.945340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-29T20:16:23.957809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-29T20:16:23.958239] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-29T20:16:23.959138] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-29T20:16:23.959200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:23.959234] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:23.959260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:23.959318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:24.021630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:24.022496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:24.022610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:24.022658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:24.148234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:24.148404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:24.148445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:24.148475] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:24.152279] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-29T20:16:24.152654] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-29T20:16:24.152830] [INFO ] [sig       ] ARBB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:24.307889] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ARBB.txt
[2025-12-29T20:16:24.308074] [INFO ] [sig       ] [226/3546] Completed ARBB in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:24.308138] [INFO ] [sig       ] [227/3546] Forecasting ARBE...
[2025-12-29T20:16:24.308180] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-29T20:16:24.308211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-29T20:16:24.320812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-29T20:16:24.321209] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-29T20:16:24.322099] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-29T20:16:24.322155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:24.322189] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:24.322218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:24.322277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:24.385753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:24.386711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:24.386798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:24.386832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:24.521159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:24.521320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:24.521360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:24.521392] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:24.525159] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-29T20:16:24.525460] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-29T20:16:24.525615] [INFO ] [sig       ] ARBE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:24.679279] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARBE.txt
[2025-12-29T20:16:24.679474] [INFO ] [sig       ] [227/3546] Completed ARBE in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:24.679518] [INFO ] [sig       ] [228/3546] Forecasting ARCB...
[2025-12-29T20:16:24.679549] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-29T20:16:24.679601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-29T20:16:24.692250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-29T20:16:24.692638] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-29T20:16:24.693449] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-29T20:16:24.693502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:24.693535] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:24.693562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:24.693644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:24.754061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:24.754973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:24.755057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:24.755092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:24.876693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:24.876845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:24.876884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:24.876912] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:24.880275] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-12-29T20:16:24.880545] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-29T20:16:24.880688] [INFO ] [sig       ] ARCB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:25.021802] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARCB.txt
[2025-12-29T20:16:25.021960] [INFO ] [sig       ] [228/3546] Completed ARCB in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-29T20:16:25.021999] [INFO ] [sig       ] [229/3546] Forecasting ARCC...
[2025-12-29T20:16:25.022030] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-29T20:16:25.022061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-29T20:16:25.033384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-29T20:16:25.033945] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-29T20:16:25.034755] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-29T20:16:25.034807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:25.034838] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:25.034865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:25.034922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:25.092742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:25.093603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:25.093879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:25.093912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:25.214611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:25.214766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:25.214806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:25.214833] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:25.218279] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-29T20:16:25.218553] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-29T20:16:25.218700] [INFO ] [sig       ] ARCC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:25.364227] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARCC.txt
[2025-12-29T20:16:25.364385] [INFO ] [sig       ] [229/3546] Completed ARCC in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-29T20:16:25.364426] [INFO ] [sig       ] [230/3546] Forecasting ARCO...
[2025-12-29T20:16:25.364455] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-29T20:16:25.364485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-29T20:16:25.377009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-29T20:16:25.377297] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-29T20:16:25.378275] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-29T20:16:25.378338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:25.378372] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:25.378400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:25.378457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:25.438633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:25.439548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:25.439671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:25.439705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:25.553381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:25.553534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:25.553591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:25.553624] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:25.556972] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-29T20:16:25.557241] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-29T20:16:25.557366] [INFO ] [sig       ] ARCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:25.696620] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARCO.txt
[2025-12-29T20:16:25.696742] [INFO ] [sig       ] [230/3546] Completed ARCO in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-29T20:16:25.696782] [INFO ] [sig       ] [231/3546] Forecasting ARDC...
[2025-12-29T20:16:25.696811] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-29T20:16:25.696840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-29T20:16:25.710164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-29T20:16:25.710515] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-29T20:16:25.711349] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-29T20:16:25.711404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:25.711472] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:25.711511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:25.711609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:25.770059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:25.770779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:25.770865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:25.770898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:25.884483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:25.884655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:25.884695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:25.884723] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:25.888057] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-29T20:16:25.888325] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-29T20:16:25.888450] [INFO ] [sig       ] ARDC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:26.033540] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ARDC.txt
[2025-12-29T20:16:26.033723] [INFO ] [sig       ] [231/3546] Completed ARDC in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-29T20:16:26.033764] [INFO ] [sig       ] [232/3546] Forecasting ARDX...
[2025-12-29T20:16:26.033795] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-29T20:16:26.033825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-29T20:16:26.045931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-29T20:16:26.046355] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-29T20:16:26.047226] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-29T20:16:26.047283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:26.047316] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:26.047343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:26.047402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:26.107250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:26.108127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:26.108215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:26.108249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:26.223636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:26.223821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:26.223869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:26.223897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:26.227276] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-29T20:16:26.227554] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-29T20:16:26.227705] [INFO ] [sig       ] ARDX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:26.368224] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARDX.txt
[2025-12-29T20:16:26.368373] [INFO ] [sig       ] [232/3546] Completed ARDX in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:26.368412] [INFO ] [sig       ] [233/3546] Forecasting ARE...
[2025-12-29T20:16:26.368442] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-29T20:16:26.368471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-29T20:16:26.382193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-29T20:16:26.382830] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-29T20:16:26.383836] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-29T20:16:26.383892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:26.383928] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:26.383954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:26.384014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:26.442614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:26.443809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:26.443916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:26.443949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:26.571296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:26.571544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:26.571604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:26.571635] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:26.575704] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=28.80%)
[2025-12-29T20:16:26.576056] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-29T20:16:26.576210] [INFO ] [sig       ] ARE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:26.729656] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARE.txt
[2025-12-29T20:16:26.729901] [INFO ] [sig       ] [233/3546] Completed ARE in 0.4s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:26.729950] [INFO ] [sig       ] [234/3546] Forecasting AREC...
[2025-12-29T20:16:26.729978] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-29T20:16:26.730012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-29T20:16:26.744413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-29T20:16:26.745044] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-29T20:16:26.746029] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-29T20:16:26.746085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:26.746118] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:26.746144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:26.746204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:26.806963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:26.808194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:26.808304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:26.808338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:26.935376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:26.935655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:26.935716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:26.935798] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:26.940091] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2025-12-29T20:16:26.940532] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-29T20:16:26.940743] [INFO ] [sig       ] AREC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:27.096082] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AREC.txt
[2025-12-29T20:16:27.096295] [INFO ] [sig       ] [234/3546] Completed AREC in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:27.096338] [INFO ] [sig       ] [235/3546] Forecasting ARES...
[2025-12-29T20:16:27.096371] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-29T20:16:27.096402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-29T20:16:27.111270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-29T20:16:27.111782] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-29T20:16:27.112738] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-29T20:16:27.112792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:27.112824] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:27.112850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:27.112909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:27.174652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:27.175863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:27.175975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:27.176013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:27.299921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:27.300097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:27.300145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:27.300180] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:27.303880] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-29T20:16:27.304194] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-29T20:16:27.304332] [INFO ] [sig       ] ARES: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:27.451245] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARES.txt
[2025-12-29T20:16:27.451414] [INFO ] [sig       ] [235/3546] Completed ARES in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:27.451456] [INFO ] [sig       ] [236/3546] Forecasting ARGX...
[2025-12-29T20:16:27.451488] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-29T20:16:27.451518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-29T20:16:27.466093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-29T20:16:27.466508] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-29T20:16:27.467395] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-29T20:16:27.467453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:27.467485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:27.467511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:27.467588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:27.527548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:27.528478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:27.528568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:27.528622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:27.658416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:27.658600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:27.658654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:27.658690] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:27.662203] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-29T20:16:27.662483] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-29T20:16:27.662637] [INFO ] [sig       ] ARGX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:27.805119] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ARGX.txt
[2025-12-29T20:16:27.805281] [INFO ] [sig       ] [236/3546] Completed ARGX in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:27.805322] [INFO ] [sig       ] [237/3546] Forecasting ARHS...
[2025-12-29T20:16:27.805352] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-29T20:16:27.805383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-29T20:16:27.818198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-29T20:16:27.818602] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-29T20:16:27.819484] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-29T20:16:27.819539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:27.819590] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:27.819628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:27.819687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:27.877429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:27.878292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:27.878379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:27.878411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:28.000304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:28.000461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:28.000517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:28.000550] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:28.003973] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-29T20:16:28.004245] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-29T20:16:28.004374] [INFO ] [sig       ] ARHS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:28.144244] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARHS.txt
[2025-12-29T20:16:28.144380] [INFO ] [sig       ] [237/3546] Completed ARHS in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:28.144419] [INFO ] [sig       ] [238/3546] Forecasting ARI...
[2025-12-29T20:16:28.144448] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-29T20:16:28.144477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-29T20:16:28.156309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-29T20:16:28.156671] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-29T20:16:28.157523] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-29T20:16:28.157608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:28.157651] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:28.157681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:28.157741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:28.216660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:28.217433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:28.217518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:28.217551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:28.344492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:28.344663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:28.344703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:28.344732] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:28.348068] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-29T20:16:28.348337] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-29T20:16:28.348464] [INFO ] [sig       ] ARI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:28.490215] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ARI.txt
[2025-12-29T20:16:28.490344] [INFO ] [sig       ] [238/3546] Completed ARI in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:28.490382] [INFO ] [sig       ] [239/3546] Forecasting ARKO...
[2025-12-29T20:16:28.490412] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-29T20:16:28.490440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-29T20:16:28.502220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-29T20:16:28.502504] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-29T20:16:28.503376] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-29T20:16:28.503430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:28.503462] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:28.503489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:28.503546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:28.563033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:28.563924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:28.564011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:28.564044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:28.690045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:28.690204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:28.690243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:28.690271] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:28.694197] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-29T20:16:28.694468] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-29T20:16:28.694614] [INFO ] [sig       ] ARKO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:28.837832] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARKO.txt
[2025-12-29T20:16:28.837991] [INFO ] [sig       ] [239/3546] Completed ARKO in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:28.838031] [INFO ] [sig       ] [240/3546] Forecasting ARLO...
[2025-12-29T20:16:28.838062] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-29T20:16:28.838092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-29T20:16:28.850154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-29T20:16:28.850499] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-29T20:16:28.851355] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-29T20:16:28.851409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:28.851442] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:28.851470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:28.851529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:28.911488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:28.912205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:28.912287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:28.912320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:29.036855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:29.037020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:29.037058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:29.037086] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:29.040646] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=33.12%)
[2025-12-29T20:16:29.040945] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-29T20:16:29.041079] [INFO ] [sig       ] ARLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:29.180717] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARLO.txt
[2025-12-29T20:16:29.180866] [INFO ] [sig       ] [240/3546] Completed ARLO in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:29.180905] [INFO ] [sig       ] [241/3546] Forecasting ARLP...
[2025-12-29T20:16:29.180935] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-29T20:16:29.180964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-29T20:16:29.192723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-29T20:16:29.193099] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-29T20:16:29.194001] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-29T20:16:29.194055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:29.194097] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:29.194125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:29.194185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:29.253772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:29.254628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:29.254746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:29.254782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:29.379904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:29.380053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:29.380092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:29.380121] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:29.383442] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=51.12%)
[2025-12-29T20:16:29.383733] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-29T20:16:29.383860] [INFO ] [sig       ] ARLP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:29.522517] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ARLP.txt
[2025-12-29T20:16:29.522664] [INFO ] [sig       ] [241/3546] Completed ARLP in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:29.522705] [INFO ] [sig       ] [242/3546] Forecasting ARM...
[2025-12-29T20:16:29.522733] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-29T20:16:29.522763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-29T20:16:29.534663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-29T20:16:29.535034] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-29T20:16:29.535923] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-29T20:16:29.535977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:29.536009] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:29.536038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:29.536097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:29.595779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:29.596624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:29.596704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:29.596737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:29.713727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:29.713851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:29.713888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:29.713917] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:29.717138] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-12-29T20:16:29.717404] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-29T20:16:29.717526] [INFO ] [sig       ] ARM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:29.859541] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARM.txt
[2025-12-29T20:16:29.859683] [INFO ] [sig       ] [242/3546] Completed ARM in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:29.859727] [INFO ] [sig       ] [243/3546] Forecasting ARMK...
[2025-12-29T20:16:29.859755] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-29T20:16:29.859784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-29T20:16:29.871157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-29T20:16:29.871456] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-29T20:16:29.872355] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-29T20:16:29.872409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:29.872440] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:29.872468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:29.872527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:29.932467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:29.933389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:29.933477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:29.933511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:30.057724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:30.057883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:30.057922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:30.057950] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:30.061311] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-12-29T20:16:30.061600] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-29T20:16:30.061730] [INFO ] [sig       ] ARMK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:30.202608] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ARMK.txt
[2025-12-29T20:16:30.202770] [INFO ] [sig       ] [243/3546] Completed ARMK in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:30.202811] [INFO ] [sig       ] [244/3546] Forecasting AROC...
[2025-12-29T20:16:30.202840] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-29T20:16:30.202870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-29T20:16:30.214726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-29T20:16:30.215074] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-29T20:16:30.215881] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-29T20:16:30.215934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:30.215965] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:30.215991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:30.216047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:30.272757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:30.273597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:30.273680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:30.273711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:30.389620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:30.389767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:30.389804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:30.389833] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:30.393137] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-29T20:16:30.393400] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-29T20:16:30.393526] [INFO ] [sig       ] AROC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:30.533066] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AROC.txt
[2025-12-29T20:16:30.533253] [INFO ] [sig       ] [244/3546] Completed AROC in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-29T20:16:30.533316] [INFO ] [sig       ] [245/3546] Forecasting ARQ...
[2025-12-29T20:16:30.533358] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-29T20:16:30.533401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-29T20:16:30.545179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-29T20:16:30.545540] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-29T20:16:30.546337] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-29T20:16:30.546396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:30.546428] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:30.546455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:30.546513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:30.606689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:30.607636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:30.607730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:30.607764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:30.723487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:30.723660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:30.723703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:30.723731] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:30.727064] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-12-29T20:16:30.727332] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-29T20:16:30.727455] [INFO ] [sig       ] ARQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:30.866700] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARQ.txt
[2025-12-29T20:16:30.866844] [INFO ] [sig       ] [245/3546] Completed ARQ in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-29T20:16:30.866884] [INFO ] [sig       ] [246/3546] Forecasting ARQQ...
[2025-12-29T20:16:30.866913] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-29T20:16:30.866943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-29T20:16:30.878501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-29T20:16:30.878880] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-29T20:16:30.879705] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-29T20:16:30.879757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:30.879789] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:30.879815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:30.879873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:30.936757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:30.937637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:30.937719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:30.937751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:31.057382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:31.057536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:31.057593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:31.057625] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:31.060986] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-29T20:16:31.061254] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-29T20:16:31.061391] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:31.200699] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ARQQ.txt
[2025-12-29T20:16:31.200825] [INFO ] [sig       ] [246/3546] Completed ARQQ in 0.3s | 2.83 sym/s | Total: 1.4m | ETA: 19.4m
[2025-12-29T20:16:31.200864] [INFO ] [sig       ] [247/3546] Forecasting ARRY...
[2025-12-29T20:16:31.200892] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-29T20:16:31.200921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-29T20:16:31.211839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-29T20:16:31.212096] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-29T20:16:31.212888] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-29T20:16:31.212940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:31.212972] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:31.212999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:31.213056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:31.269692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:31.270416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:31.270496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:31.270528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:31.396898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:31.397069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:31.397108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:31.397138] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:31.400506] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-29T20:16:31.400796] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-29T20:16:31.400921] [INFO ] [sig       ] ARRY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:31.539543] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARRY.txt
[2025-12-29T20:16:31.539685] [INFO ] [sig       ] [247/3546] Completed ARRY in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-29T20:16:31.539727] [INFO ] [sig       ] [248/3546] Forecasting ARTL...
[2025-12-29T20:16:31.539755] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-29T20:16:31.539790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-29T20:16:31.551391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-29T20:16:31.551709] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-29T20:16:31.552480] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-29T20:16:31.552533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:31.552610] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:31.552640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:31.552699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:31.609340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:31.610184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:31.610267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:31.610299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:31.723898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:31.724054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:31.724093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:31.724137] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:31.727486] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-29T20:16:31.727780] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-29T20:16:31.727907] [INFO ] [sig       ] ARTL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:31.869604] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARTL.txt
[2025-12-29T20:16:31.869765] [INFO ] [sig       ] [248/3546] Completed ARTL in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-29T20:16:31.869807] [INFO ] [sig       ] [249/3546] Forecasting ARTNA...
[2025-12-29T20:16:31.869836] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-29T20:16:31.869867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-29T20:16:31.881354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-29T20:16:31.881764] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-29T20:16:31.882552] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-29T20:16:31.882624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:31.882657] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:31.882684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:31.882742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:31.939392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:31.940202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:31.940284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:31.940316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:32.055628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:32.055787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:32.055827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:32.055855] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:32.059299] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-12-29T20:16:32.059634] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-29T20:16:32.059771] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:32.201176] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARTNA.txt
[2025-12-29T20:16:32.201332] [INFO ] [sig       ] [249/3546] Completed ARTNA in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-29T20:16:32.201372] [INFO ] [sig       ] [250/3546] Forecasting ARVN...
[2025-12-29T20:16:32.201402] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-29T20:16:32.201432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-29T20:16:32.213112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-29T20:16:32.213461] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-29T20:16:32.214267] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-29T20:16:32.214320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:32.214352] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:32.214378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:32.214436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:32.271212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:32.272068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:32.272170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:32.272203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:32.391831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:32.392011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:32.392050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:32.392078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:32.395562] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-29T20:16:32.395936] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-29T20:16:32.396080] [INFO ] [sig       ] ARVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:32.538282] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ARVN.txt
[2025-12-29T20:16:32.538421] [INFO ] [sig       ] [250/3546] Completed ARVN in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-29T20:16:32.538459] [INFO ] [sig       ] [251/3546] Forecasting ASA...
[2025-12-29T20:16:32.538489] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-29T20:16:32.538518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-29T20:16:32.550038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-29T20:16:32.550330] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-29T20:16:32.551116] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-29T20:16:32.551168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:32.551200] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:32.551226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:32.551284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:32.608190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:32.608853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:32.608931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:32.608962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:32.728181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:32.728311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:32.728347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:32.728405] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:32.731731] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-29T20:16:32.731996] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-29T20:16:32.732118] [INFO ] [sig       ] ASA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:32.870925] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASA.txt
[2025-12-29T20:16:32.871041] [INFO ] [sig       ] [251/3546] Completed ASA in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-29T20:16:32.871080] [INFO ] [sig       ] [252/3546] Forecasting ASB...
[2025-12-29T20:16:32.871108] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-29T20:16:32.871138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-29T20:16:32.882186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-29T20:16:32.882456] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-29T20:16:32.883243] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-29T20:16:32.883295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:32.883336] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:32.883364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:32.883422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:32.940173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:32.940789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:32.940865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:32.940897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:33.059766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:33.059930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:33.059967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:33.059995] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:33.063483] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-29T20:16:33.063846] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-29T20:16:33.063985] [INFO ] [sig       ] ASB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:33.204461] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASB.txt
[2025-12-29T20:16:33.204641] [INFO ] [sig       ] [252/3546] Completed ASB in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-29T20:16:33.204685] [INFO ] [sig       ] [253/3546] Forecasting ASBA...
[2025-12-29T20:16:33.204717] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-29T20:16:33.204749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-29T20:16:33.216550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-29T20:16:33.216977] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-29T20:16:33.217826] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-29T20:16:33.217881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:33.217913] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:33.217940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:33.217999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:33.275148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:33.276047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:33.276135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:33.276167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:33.389291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:33.389446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:33.389487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:33.389517] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:33.392912] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=85.59%)
[2025-12-29T20:16:33.393187] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-29T20:16:33.393313] [INFO ] [sig       ] ASBA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:33.533483] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASBA.txt
[2025-12-29T20:16:33.533642] [INFO ] [sig       ] [253/3546] Completed ASBA in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-29T20:16:33.533684] [INFO ] [sig       ] [254/3546] Forecasting ASC...
[2025-12-29T20:16:33.533713] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-29T20:16:33.533743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-29T20:16:33.545346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-29T20:16:33.545617] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-29T20:16:33.546395] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-29T20:16:33.546446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:33.546477] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:33.546503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:33.546560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:33.603240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:33.604082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:33.604177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:33.604209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:33.720072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:33.720246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:33.720286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:33.720313] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:33.723724] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-29T20:16:33.724000] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-29T20:16:33.724123] [INFO ] [sig       ] ASC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:33.865146] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASC.txt
[2025-12-29T20:16:33.865320] [INFO ] [sig       ] [254/3546] Completed ASC in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-29T20:16:33.865361] [INFO ] [sig       ] [255/3546] Forecasting ASG...
[2025-12-29T20:16:33.865393] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-29T20:16:33.865428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-29T20:16:33.877112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-29T20:16:33.877504] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-29T20:16:33.878325] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-29T20:16:33.878378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:33.878410] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:33.878437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:33.878495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:33.936078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:33.936912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:33.936996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:33.937029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:34.055887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:34.056029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:34.056066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:34.056095] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:34.059329] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-29T20:16:34.059614] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-29T20:16:34.059751] [INFO ] [sig       ] ASG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:34.198470] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASG.txt
[2025-12-29T20:16:34.198640] [INFO ] [sig       ] [255/3546] Completed ASG in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:34.198685] [INFO ] [sig       ] [256/3546] Forecasting ASGI...
[2025-12-29T20:16:34.198714] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-29T20:16:34.198749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-29T20:16:34.209897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-29T20:16:34.210178] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-29T20:16:34.210971] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-29T20:16:34.211024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:34.211055] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:34.211080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:34.211141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:34.267560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:34.268176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:34.268254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:34.268285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:34.389176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:34.389325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:34.389364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:34.389392] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:34.392733] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-29T20:16:34.393009] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-29T20:16:34.393132] [INFO ] [sig       ] ASGI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:34.538747] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASGI.txt
[2025-12-29T20:16:34.538932] [INFO ] [sig       ] [256/3546] Completed ASGI in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:34.538971] [INFO ] [sig       ] [257/3546] Forecasting ASGN...
[2025-12-29T20:16:34.539002] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-29T20:16:34.539031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-29T20:16:34.550192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-29T20:16:34.550536] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-29T20:16:34.551383] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-29T20:16:34.551436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:34.551468] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:34.551494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:34.551551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:34.607587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:34.608312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:34.608393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:34.608425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:34.731353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:34.731510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:34.731548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:34.731595] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:34.735012] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-12-29T20:16:34.735378] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-29T20:16:34.735521] [INFO ] [sig       ] ASGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:34.885558] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASGN.txt
[2025-12-29T20:16:34.885716] [INFO ] [sig       ] [257/3546] Completed ASGN in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:34.885755] [INFO ] [sig       ] [258/3546] Forecasting ASH...
[2025-12-29T20:16:34.885785] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-29T20:16:34.885814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-29T20:16:34.897072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-29T20:16:34.897472] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-29T20:16:34.898309] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-29T20:16:34.898362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:34.898393] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:34.898420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:34.898478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:34.957326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:34.958199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:34.958311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:34.958345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:35.079884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:35.080036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:35.080088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:35.080122] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:35.083617] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-12-29T20:16:35.083901] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-29T20:16:35.084032] [INFO ] [sig       ] ASH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:35.233043] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASH.txt
[2025-12-29T20:16:35.233177] [INFO ] [sig       ] [258/3546] Completed ASH in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:35.233215] [INFO ] [sig       ] [259/3546] Forecasting ASIX...
[2025-12-29T20:16:35.233245] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-29T20:16:35.233274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-29T20:16:35.244510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-29T20:16:35.244876] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-29T20:16:35.245775] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-29T20:16:35.245831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:35.245864] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:35.245907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:35.245969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:35.303863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:35.304563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:35.304708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:35.304746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:35.420819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:35.420968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:35.421008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:35.421039] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:35.424531] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-29T20:16:35.424827] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-29T20:16:35.424974] [INFO ] [sig       ] ASIX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:35.570881] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASIX.txt
[2025-12-29T20:16:35.571026] [INFO ] [sig       ] [259/3546] Completed ASIX in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:35.571065] [INFO ] [sig       ] [260/3546] Forecasting ASLE...
[2025-12-29T20:16:35.571094] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-29T20:16:35.571124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-29T20:16:35.584620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-29T20:16:35.584981] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-29T20:16:35.585908] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-29T20:16:35.585964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:35.585999] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:35.586038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:35.586103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:35.649243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:35.649941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:35.650022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:35.650055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:35.768234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:35.768346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:35.768383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:35.768411] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:35.771982] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-29T20:16:35.772245] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-29T20:16:35.772368] [INFO ] [sig       ] ASLE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:35.910843] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASLE.txt
[2025-12-29T20:16:35.910951] [INFO ] [sig       ] [260/3546] Completed ASLE in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:35.910989] [INFO ] [sig       ] [261/3546] Forecasting ASMB...
[2025-12-29T20:16:35.911020] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-29T20:16:35.911050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-29T20:16:35.924775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-29T20:16:35.925167] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-29T20:16:35.926025] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-29T20:16:35.926081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:35.926115] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:35.926141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:35.926199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:35.983652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:35.984597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:35.984691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:35.984726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:36.111548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:36.111732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:36.111775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:36.111806] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:36.115252] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-12-29T20:16:36.115535] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-29T20:16:36.115684] [INFO ] [sig       ] ASMB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:36.314758] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASMB.txt
[2025-12-29T20:16:36.314994] [INFO ] [sig       ] [261/3546] Completed ASMB in 0.4s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:36.315042] [INFO ] [sig       ] [262/3546] Forecasting ASML...
[2025-12-29T20:16:36.315074] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-29T20:16:36.315103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-29T20:16:36.326989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-29T20:16:36.327331] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-29T20:16:36.328155] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-29T20:16:36.328208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:36.328240] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:36.328267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:36.328324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:36.385171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:36.385917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:36.386002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:36.386036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:36.511900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:36.512054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:36.512097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:36.512126] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:36.515507] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=55.72%)
[2025-12-29T20:16:36.515803] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-29T20:16:36.515935] [INFO ] [sig       ] ASML: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:36.655121] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASML.txt
[2025-12-29T20:16:36.655260] [INFO ] [sig       ] [262/3546] Completed ASML in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:36.655299] [INFO ] [sig       ] [263/3546] Forecasting ASND...
[2025-12-29T20:16:36.655329] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-29T20:16:36.655360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-29T20:16:36.667068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-29T20:16:36.667367] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-29T20:16:36.668164] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-29T20:16:36.668216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:36.668248] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:36.668275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:36.668344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:36.724332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:36.724983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:36.725063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:36.725095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:36.844954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:36.845106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:36.845144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:36.845174] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:36.848507] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2025-12-29T20:16:36.848812] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-29T20:16:36.848971] [INFO ] [sig       ] ASND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:36.988375] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASND.txt
[2025-12-29T20:16:36.988541] [INFO ] [sig       ] [263/3546] Completed ASND in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-29T20:16:36.988600] [INFO ] [sig       ] [264/3546] Forecasting ASO...
[2025-12-29T20:16:36.988631] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-29T20:16:36.988661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-29T20:16:36.999762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-29T20:16:37.000195] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-29T20:16:37.001206] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-29T20:16:37.001264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:37.001297] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:37.001323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:37.001382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:37.061248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:37.062192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:37.062283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:37.062317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:37.182940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:37.183097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:37.183137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:37.183167] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:37.186807] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=36.59%)
[2025-12-29T20:16:37.187144] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-29T20:16:37.187289] [INFO ] [sig       ] ASO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:37.333320] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASO.txt
[2025-12-29T20:16:37.333479] [INFO ] [sig       ] [264/3546] Completed ASO in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-29T20:16:37.333521] [INFO ] [sig       ] [265/3546] Forecasting ASPI...
[2025-12-29T20:16:37.333550] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-29T20:16:37.333601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-29T20:16:37.344942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-29T20:16:37.345269] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-29T20:16:37.346107] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-29T20:16:37.346170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:37.346230] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:37.346274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:37.346340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:37.408867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:37.409789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:37.409879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:37.409913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:37.531869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:37.532029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:37.532080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:37.532110] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:37.535684] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=31.56%)
[2025-12-29T20:16:37.536008] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-29T20:16:37.536144] [INFO ] [sig       ] ASPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:37.679915] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASPI.txt
[2025-12-29T20:16:37.680081] [INFO ] [sig       ] [265/3546] Completed ASPI in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-29T20:16:37.680123] [INFO ] [sig       ] [266/3546] Forecasting ASPN...
[2025-12-29T20:16:37.680154] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-29T20:16:37.680184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-29T20:16:37.691728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-29T20:16:37.692043] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-29T20:16:37.692868] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-29T20:16:37.692922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:37.692955] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:37.692982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:37.693043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:37.752055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:37.752984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:37.753066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:37.753098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:37.878727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:37.878916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:37.878959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:37.878988] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:37.882438] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-12-29T20:16:37.882738] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-29T20:16:37.882867] [INFO ] [sig       ] ASPN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:38.025690] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASPN.txt
[2025-12-29T20:16:38.025853] [INFO ] [sig       ] [266/3546] Completed ASPN in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-29T20:16:38.025894] [INFO ] [sig       ] [267/3546] Forecasting ASPS...
[2025-12-29T20:16:38.025926] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-29T20:16:38.025956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-29T20:16:38.037385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-29T20:16:38.037752] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-29T20:16:38.038594] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-29T20:16:38.038649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:38.038683] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:38.038710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:38.038793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:38.096991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:38.097755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:38.097836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:38.097869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:38.210809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:38.210964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:38.211202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:38.211230] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:38.214594] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-29T20:16:38.214867] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-29T20:16:38.214992] [INFO ] [sig       ] ASPS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:38.361408] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASPS.txt
[2025-12-29T20:16:38.361628] [INFO ] [sig       ] [267/3546] Completed ASPS in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-29T20:16:38.361700] [INFO ] [sig       ] [268/3546] Forecasting ASTE...
[2025-12-29T20:16:38.361733] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-29T20:16:38.361766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-29T20:16:38.373601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-29T20:16:38.373987] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-29T20:16:38.374864] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-29T20:16:38.374927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:38.374961] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:38.374988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:38.375047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:38.435748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:38.436704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:38.436794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:38.436828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:38.562246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:38.562409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:38.562451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:38.562519] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:38.566021] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-29T20:16:38.566308] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-29T20:16:38.566444] [INFO ] [sig       ] ASTE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:38.708383] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASTE.txt
[2025-12-29T20:16:38.708527] [INFO ] [sig       ] [268/3546] Completed ASTE in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-29T20:16:38.708586] [INFO ] [sig       ] [269/3546] Forecasting ASTH...
[2025-12-29T20:16:38.708621] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-29T20:16:38.708652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-29T20:16:38.720058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-29T20:16:38.720385] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-29T20:16:38.721245] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-29T20:16:38.721299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:38.721332] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:38.721359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:38.721417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:38.777650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:38.778336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:38.778414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:38.778447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:38.909176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:38.909341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:38.909384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:38.909419] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:38.913250] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-29T20:16:38.913548] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-29T20:16:38.913710] [INFO ] [sig       ] ASTH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:39.058646] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASTH.txt
[2025-12-29T20:16:39.058799] [INFO ] [sig       ] [269/3546] Completed ASTH in 0.4s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:39.058843] [INFO ] [sig       ] [270/3546] Forecasting ASTI...
[2025-12-29T20:16:39.058872] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-29T20:16:39.058902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-29T20:16:39.069627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-29T20:16:39.069906] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-29T20:16:39.070716] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-29T20:16:39.070769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:39.070801] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:39.070827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:39.070885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:39.127517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:39.128367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:39.128452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:39.128484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:39.247692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:39.247850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:39.247889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:39.247919] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:39.251315] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-29T20:16:39.251634] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-29T20:16:39.251770] [INFO ] [sig       ] ASTI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:39.393613] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASTI.txt
[2025-12-29T20:16:39.393765] [INFO ] [sig       ] [270/3546] Completed ASTI in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:39.393806] [INFO ] [sig       ] [271/3546] Forecasting ASTL...
[2025-12-29T20:16:39.393835] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-29T20:16:39.393866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-29T20:16:39.404856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-29T20:16:39.405136] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-29T20:16:39.405929] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-29T20:16:39.405982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:39.406013] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:39.406040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:39.406097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:39.466636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:39.467348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:39.467434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:39.467467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:39.588018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:39.588203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:39.588251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:39.588280] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:39.592631] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=62.44%)
[2025-12-29T20:16:39.593017] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-29T20:16:39.593196] [INFO ] [sig       ] ASTL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:39.750076] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASTL.txt
[2025-12-29T20:16:39.750266] [INFO ] [sig       ] [271/3546] Completed ASTL in 0.4s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:39.750308] [INFO ] [sig       ] [272/3546] Forecasting ASTS...
[2025-12-29T20:16:39.750336] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-29T20:16:39.750365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-29T20:16:39.764179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-29T20:16:39.764617] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-29T20:16:39.765631] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-29T20:16:39.765693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:39.765739] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:39.765779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:39.765861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:39.836031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:39.837064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:39.837162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:39.837207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:39.970827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:39.971018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:39.971060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:39.971089] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:39.974903] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-12-29T20:16:39.975227] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-29T20:16:39.975376] [INFO ] [sig       ] ASTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:40.140197] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ASTS.txt
[2025-12-29T20:16:40.140361] [INFO ] [sig       ] [272/3546] Completed ASTS in 0.4s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:40.140404] [INFO ] [sig       ] [273/3546] Forecasting ASX...
[2025-12-29T20:16:40.140434] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-29T20:16:40.140464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-29T20:16:40.152545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-29T20:16:40.152977] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-29T20:16:40.153885] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-29T20:16:40.153940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:40.153973] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:40.154002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:40.154087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:40.215168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:40.216092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:40.216176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:40.216210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:40.338325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:40.338469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:40.338510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:40.338540] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:40.342017] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-29T20:16:40.342293] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-29T20:16:40.342421] [INFO ] [sig       ] ASX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:40.487906] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASX.txt
[2025-12-29T20:16:40.488038] [INFO ] [sig       ] [273/3546] Completed ASX in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:40.488077] [INFO ] [sig       ] [274/3546] Forecasting ASYS...
[2025-12-29T20:16:40.488107] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-29T20:16:40.488138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-29T20:16:40.499458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-29T20:16:40.499743] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-29T20:16:40.500515] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-29T20:16:40.500567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:40.500619] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:40.500646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:40.500703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:40.557692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:40.558454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:40.558536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:40.558568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:40.685827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:40.685989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:40.686030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:40.686059] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:40.689609] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-29T20:16:40.689895] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-29T20:16:40.690030] [INFO ] [sig       ] ASYS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:40.837521] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ASYS.txt
[2025-12-29T20:16:40.837698] [INFO ] [sig       ] [274/3546] Completed ASYS in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:40.837741] [INFO ] [sig       ] [275/3546] Forecasting ATAI...
[2025-12-29T20:16:40.837771] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-29T20:16:40.837801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-29T20:16:40.849447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-29T20:16:40.849807] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-29T20:16:40.850695] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-29T20:16:40.850748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:40.850779] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:40.850805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:40.850869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:40.907508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:40.908350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:40.908472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:40.908506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:41.025327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:41.025487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:41.025526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:41.025554] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:41.028953] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-29T20:16:41.029263] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-29T20:16:41.029397] [INFO ] [sig       ] ATAI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:41.169960] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ATAI.txt
[2025-12-29T20:16:41.170131] [INFO ] [sig       ] [275/3546] Completed ATAI in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:41.170172] [INFO ] [sig       ] [276/3546] Forecasting ATEC...
[2025-12-29T20:16:41.170204] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-29T20:16:41.170237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-29T20:16:41.186198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-29T20:16:41.186684] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-29T20:16:41.187810] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-29T20:16:41.187879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:41.187937] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:41.187976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:41.188060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:41.270551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:41.271428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:41.271512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:41.271545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:41.393512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:41.393689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:41.393731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:41.393760] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:41.397120] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-29T20:16:41.397396] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-29T20:16:41.397524] [INFO ] [sig       ] ATEC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:41.540142] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ATEC.txt
[2025-12-29T20:16:41.540300] [INFO ] [sig       ] [276/3546] Completed ATEC in 0.4s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:41.540342] [INFO ] [sig       ] [277/3546] Forecasting ATEN...
[2025-12-29T20:16:41.540371] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-29T20:16:41.540401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-29T20:16:41.552298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-29T20:16:41.552698] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-29T20:16:41.553541] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-29T20:16:41.553613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:41.553648] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:41.553676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:41.553735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:41.612099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:41.612997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:41.613087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:41.613119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:41.739374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:41.739552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:41.739610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:41.739640] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:41.743205] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2025-12-29T20:16:41.743494] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-29T20:16:41.743640] [INFO ] [sig       ] ATEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:41.883513] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ATEN.txt
[2025-12-29T20:16:41.883692] [INFO ] [sig       ] [277/3546] Completed ATEN in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:41.883734] [INFO ] [sig       ] [278/3546] Forecasting ATEX...
[2025-12-29T20:16:41.883763] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-29T20:16:41.883794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-29T20:16:41.895495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-29T20:16:41.895795] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-29T20:16:41.896785] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-29T20:16:41.896838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:41.896870] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:41.896896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:41.896952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:41.954282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:41.955207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:41.955296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:41.955328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:42.071068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:42.071222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:42.071260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:42.071289] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:42.074624] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-12-29T20:16:42.074901] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-29T20:16:42.075029] [INFO ] [sig       ] ATEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:42.215649] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATEX.txt
[2025-12-29T20:16:42.215856] [INFO ] [sig       ] [278/3546] Completed ATEX in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:42.215900] [INFO ] [sig       ] [279/3546] Forecasting ATGE...
[2025-12-29T20:16:42.215931] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-29T20:16:42.215963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-29T20:16:42.227704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-29T20:16:42.228109] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-29T20:16:42.228974] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-29T20:16:42.229029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:42.229061] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:42.229087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:42.229143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:42.285684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:42.286613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:42.286695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:42.286727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:42.402927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:42.403080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:42.403118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:42.403146] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:42.406465] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-29T20:16:42.406750] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-29T20:16:42.406875] [INFO ] [sig       ] ATGE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:42.548494] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATGE.txt
[2025-12-29T20:16:42.548674] [INFO ] [sig       ] [279/3546] Completed ATGE in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:42.548725] [INFO ] [sig       ] [280/3546] Forecasting ATHA...
[2025-12-29T20:16:42.548755] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-29T20:16:42.548816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-29T20:16:42.560056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-29T20:16:42.560433] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-29T20:16:42.561251] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-29T20:16:42.561305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:42.561337] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:42.561364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:42.561421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:42.617459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:42.618287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:42.618370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:42.618402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:42.741608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:42.741765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:42.741804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:42.741832] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:42.745139] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2025-12-29T20:16:42.745405] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-29T20:16:42.745531] [INFO ] [sig       ] ATHA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:42.884511] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ATHA.txt
[2025-12-29T20:16:42.884672] [INFO ] [sig       ] [280/3546] Completed ATHA in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:42.884714] [INFO ] [sig       ] [281/3546] Forecasting ATHM...
[2025-12-29T20:16:42.884742] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-29T20:16:42.884772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-29T20:16:42.895823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-29T20:16:42.896130] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-29T20:16:42.896924] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-29T20:16:42.896977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:42.897009] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:42.897036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:42.897094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:42.953196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:42.953817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:42.953894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:42.953926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:43.072729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:43.072878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:43.072918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:43.072947] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:43.076290] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-29T20:16:43.076586] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-29T20:16:43.076733] [INFO ] [sig       ] ATHM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:43.218250] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ATHM.txt
[2025-12-29T20:16:43.218434] [INFO ] [sig       ] [281/3546] Completed ATHM in 0.3s | 2.84 sym/s | Total: 1.6m | ETA: 19.2m
[2025-12-29T20:16:43.218476] [INFO ] [sig       ] [282/3546] Forecasting ATI...
[2025-12-29T20:16:43.218505] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-29T20:16:43.218534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-29T20:16:43.230153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-29T20:16:43.230436] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-29T20:16:43.231243] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-29T20:16:43.231295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:43.231350] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:43.231378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:43.231436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:43.287499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:43.288180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:43.288258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:43.288291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:43.408071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:43.408216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:43.408253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:43.408281] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:43.411637] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=41.82%)
[2025-12-29T20:16:43.411905] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-29T20:16:43.412030] [INFO ] [sig       ] ATI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:43.549415] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ATI.txt
[2025-12-29T20:16:43.549555] [INFO ] [sig       ] [282/3546] Completed ATI in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-29T20:16:43.549613] [INFO ] [sig       ] [283/3546] Forecasting ATLC...
[2025-12-29T20:16:43.549644] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-29T20:16:43.549673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-29T20:16:43.560340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-29T20:16:43.560671] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-29T20:16:43.561454] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-29T20:16:43.561506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:43.561537] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:43.561562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:43.561641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:43.618800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:43.619679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:43.619766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:43.619800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:43.742017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:43.742173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:43.742229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:43.742258] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:43.745609] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-29T20:16:43.745883] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-29T20:16:43.746007] [INFO ] [sig       ] ATLC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:43.886759] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATLC.txt
[2025-12-29T20:16:43.886916] [INFO ] [sig       ] [283/3546] Completed ATLC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:43.886957] [INFO ] [sig       ] [284/3546] Forecasting ATLCZ...
[2025-12-29T20:16:43.886988] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-29T20:16:43.887019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-29T20:16:43.898293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-29T20:16:43.898618] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-29T20:16:43.899493] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-29T20:16:43.899548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:43.899604] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:43.899634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:43.899694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:43.956628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:43.957321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:43.957404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:43.957438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:44.079152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:44.079350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:44.079401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:44.079431] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:44.083218] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2025-12-29T20:16:44.083543] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-29T20:16:44.083702] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:44.230404] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATLCZ.txt
[2025-12-29T20:16:44.230612] [INFO ] [sig       ] [284/3546] Completed ATLCZ in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:44.230663] [INFO ] [sig       ] [285/3546] Forecasting ATLO...
[2025-12-29T20:16:44.230696] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-29T20:16:44.230739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-29T20:16:44.243083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-29T20:16:44.243459] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-29T20:16:44.244310] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-29T20:16:44.244365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:44.244398] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:44.244425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:44.244493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:44.301615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:44.302493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:44.302621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:44.302659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:44.415369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:44.415530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:44.415588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:44.415655] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:44.419078] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-29T20:16:44.419365] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-29T20:16:44.419499] [INFO ] [sig       ] ATLO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:44.565182] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATLO.txt
[2025-12-29T20:16:44.565347] [INFO ] [sig       ] [285/3546] Completed ATLO in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:44.565389] [INFO ] [sig       ] [286/3546] Forecasting ATNI...
[2025-12-29T20:16:44.565422] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-29T20:16:44.565454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-29T20:16:44.577743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-29T20:16:44.578158] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-29T20:16:44.579042] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-29T20:16:44.579097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:44.579129] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:44.579155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:44.579212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:44.638846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:44.639754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:44.639839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:44.639872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:44.768850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:44.769000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:44.769039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:44.769067] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:44.772543] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-12-29T20:16:44.772836] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-29T20:16:44.772963] [INFO ] [sig       ] ATNI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:44.920340] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATNI.txt
[2025-12-29T20:16:44.920498] [INFO ] [sig       ] [286/3546] Completed ATNI in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:44.920539] [INFO ] [sig       ] [287/3546] Forecasting ATO...
[2025-12-29T20:16:44.920584] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-29T20:16:44.920618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-29T20:16:44.931650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-29T20:16:44.931953] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-29T20:16:44.932830] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-29T20:16:44.932884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:44.932927] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:44.932956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:44.933016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:44.996927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:44.997963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:44.998050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:44.998082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:45.126086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:45.126249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:45.126301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:45.126333] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:45.129839] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-12-29T20:16:45.130120] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-29T20:16:45.130252] [INFO ] [sig       ] ATO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:45.277516] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATO.txt
[2025-12-29T20:16:45.277673] [INFO ] [sig       ] [287/3546] Completed ATO in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:45.277716] [INFO ] [sig       ] [288/3546] Forecasting ATOM...
[2025-12-29T20:16:45.277745] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-29T20:16:45.277775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-29T20:16:45.289703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-29T20:16:45.290011] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-29T20:16:45.290836] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-29T20:16:45.290889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:45.290920] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:45.290947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:45.291009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:45.349099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:45.349827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:45.349910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:45.349944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:45.473406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:45.473557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:45.473615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:45.473646] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:45.477091] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-29T20:16:45.477361] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-29T20:16:45.477509] [INFO ] [sig       ] ATOM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:45.616766] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ATOM.txt
[2025-12-29T20:16:45.616902] [INFO ] [sig       ] [288/3546] Completed ATOM in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:45.616942] [INFO ] [sig       ] [289/3546] Forecasting ATRA...
[2025-12-29T20:16:45.616971] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-29T20:16:45.616999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-29T20:16:45.628051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-29T20:16:45.628398] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-29T20:16:45.629281] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-29T20:16:45.629335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:45.629366] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:45.629392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:45.629449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:45.685744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:45.686501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:45.686598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:45.686633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:45.811106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:45.811365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:45.811409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:45.811439] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:45.815029] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-12-29T20:16:45.815305] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-29T20:16:45.815446] [INFO ] [sig       ] ATRA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:45.954337] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATRA.txt
[2025-12-29T20:16:45.954493] [INFO ] [sig       ] [289/3546] Completed ATRA in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:45.954533] [INFO ] [sig       ] [290/3546] Forecasting ATRC...
[2025-12-29T20:16:45.954564] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-29T20:16:45.954613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-29T20:16:45.966342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-29T20:16:45.966733] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-29T20:16:45.967569] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-29T20:16:45.967647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:45.967679] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:45.967705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:45.967764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:46.025175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:46.025968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:46.026049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:46.026081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:46.144027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:46.144178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:46.144217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:46.144245] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:46.147626] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-29T20:16:46.147899] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-29T20:16:46.148037] [INFO ] [sig       ] ATRC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:46.287952] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATRC.txt
[2025-12-29T20:16:46.288089] [INFO ] [sig       ] [290/3546] Completed ATRC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:46.288128] [INFO ] [sig       ] [291/3546] Forecasting ATRO...
[2025-12-29T20:16:46.288163] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-29T20:16:46.288192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-29T20:16:46.299553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-29T20:16:46.299874] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-29T20:16:46.300732] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-29T20:16:46.300785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:46.300818] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:46.300844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:46.300902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:46.358405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:46.359119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:46.359201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:46.359233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:46.482203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:46.482335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:46.482372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:46.482400] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:46.485678] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=52.01%)
[2025-12-29T20:16:46.485944] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-29T20:16:46.486067] [INFO ] [sig       ] ATRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:46.627873] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATRO.txt
[2025-12-29T20:16:46.628021] [INFO ] [sig       ] [291/3546] Completed ATRO in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:46.628060] [INFO ] [sig       ] [292/3546] Forecasting ATXS...
[2025-12-29T20:16:46.628088] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-29T20:16:46.628118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-29T20:16:46.639980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-29T20:16:46.640283] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-29T20:16:46.641189] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-29T20:16:46.641244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:46.641282] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:46.641326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:46.641393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:46.700541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:46.701197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:46.701306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:46.701342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:46.823652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:46.823796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:46.823837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:46.823869] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:46.827311] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-12-29T20:16:46.827610] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-29T20:16:46.827740] [INFO ] [sig       ] ATXS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:46.971525] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ATXS.txt
[2025-12-29T20:16:46.971709] [INFO ] [sig       ] [292/3546] Completed ATXS in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:46.971751] [INFO ] [sig       ] [293/3546] Forecasting AUB...
[2025-12-29T20:16:46.971783] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-29T20:16:46.971815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-29T20:16:46.983194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-29T20:16:46.983487] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-29T20:16:46.984304] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-29T20:16:46.984359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:46.984393] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:46.984420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:46.984479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:47.041349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:47.042214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:47.042298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:47.042331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:47.161327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:47.161478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:47.161516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:47.161544] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:47.164907] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-12-29T20:16:47.165179] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-29T20:16:47.165306] [INFO ] [sig       ] AUB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:47.308185] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AUB.txt
[2025-12-29T20:16:47.308324] [INFO ] [sig       ] [293/3546] Completed AUB in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:47.308364] [INFO ] [sig       ] [294/3546] Forecasting AUDC...
[2025-12-29T20:16:47.308392] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-29T20:16:47.308421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-29T20:16:47.319541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-29T20:16:47.319836] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-29T20:16:47.320636] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-29T20:16:47.320689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:47.320719] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:47.320748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:47.320805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:47.377083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:47.377775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:47.377855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:47.377887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:47.494340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:47.494491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:47.494529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:47.494589] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:47.497927] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-12-29T20:16:47.498201] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-29T20:16:47.498324] [INFO ] [sig       ] AUDC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:47.641621] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AUDC.txt
[2025-12-29T20:16:47.641762] [INFO ] [sig       ] [294/3546] Completed AUDC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.1m
[2025-12-29T20:16:47.641803] [INFO ] [sig       ] [295/3546] Forecasting AUPH...
[2025-12-29T20:16:47.641831] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-29T20:16:47.641860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-29T20:16:47.653635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-29T20:16:47.653960] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-29T20:16:47.654792] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-29T20:16:47.654846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:47.654879] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:47.654905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:47.654963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:47.712487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:47.713167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:47.713248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:47.713281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:47.830792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:47.830959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:47.831003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:47.831038] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:47.834928] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-29T20:16:47.835233] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-29T20:16:47.835374] [INFO ] [sig       ] AUPH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:47.975902] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AUPH.txt
[2025-12-29T20:16:47.976067] [INFO ] [sig       ] [295/3546] Completed AUPH in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-29T20:16:47.976107] [INFO ] [sig       ] [296/3546] Forecasting AURA...
[2025-12-29T20:16:47.976137] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-29T20:16:47.976168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-29T20:16:47.987097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-29T20:16:47.987378] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-29T20:16:47.988178] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-29T20:16:47.988231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:47.988262] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:47.988289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:47.988347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:48.045394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:48.046139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:48.046219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:48.046267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:48.166539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:48.166707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:48.166747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:48.166775] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:48.170115] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-29T20:16:48.170389] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-29T20:16:48.170512] [INFO ] [sig       ] AURA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:48.314096] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AURA.txt
[2025-12-29T20:16:48.314269] [INFO ] [sig       ] [296/3546] Completed AURA in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-29T20:16:48.314311] [INFO ] [sig       ] [297/3546] Forecasting AUTL...
[2025-12-29T20:16:48.314342] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-29T20:16:48.314372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-29T20:16:48.326131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-29T20:16:48.326412] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-29T20:16:48.327213] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-29T20:16:48.327265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:48.327297] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:48.327323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:48.327380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:48.384203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:48.384896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:48.384976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:48.385010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:48.506261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:48.506416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:48.506455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:48.506484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:48.510075] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=21.99%)
[2025-12-29T20:16:48.510378] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-29T20:16:48.510512] [INFO ] [sig       ] AUTL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:48.651729] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AUTL.txt
[2025-12-29T20:16:48.651874] [INFO ] [sig       ] [297/3546] Completed AUTL in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-29T20:16:48.651912] [INFO ] [sig       ] [298/3546] Forecasting AVA...
[2025-12-29T20:16:48.651942] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-29T20:16:48.651971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-29T20:16:48.663158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-29T20:16:48.663456] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-29T20:16:48.664308] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-29T20:16:48.664362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:48.664397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:48.664425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:48.664496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:48.723327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:48.724130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:48.724212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:48.724252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:48.839479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:48.839664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:48.839707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:48.839737] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:48.843280] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-29T20:16:48.843622] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-29T20:16:48.843763] [INFO ] [sig       ] AVA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:48.985818] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AVA.txt
[2025-12-29T20:16:48.985975] [INFO ] [sig       ] [298/3546] Completed AVA in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-29T20:16:48.986017] [INFO ] [sig       ] [299/3546] Forecasting AVAH...
[2025-12-29T20:16:48.986045] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-29T20:16:48.986075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-29T20:16:48.997633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-29T20:16:48.997977] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-29T20:16:48.998798] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-29T20:16:48.998852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:48.998908] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:48.998937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:48.998995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:49.055325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:49.055985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:49.056064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:49.056096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:49.177261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:49.177427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:49.177466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:49.177495] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:49.181011] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=82.27%)
[2025-12-29T20:16:49.181319] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-29T20:16:49.181455] [INFO ] [sig       ] AVAH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:49.319772] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVAH.txt
[2025-12-29T20:16:49.319903] [INFO ] [sig       ] [299/3546] Completed AVAH in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-29T20:16:49.319948] [INFO ] [sig       ] [300/3546] Forecasting AVAL...
[2025-12-29T20:16:49.319979] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-29T20:16:49.320008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-29T20:16:49.331209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-29T20:16:49.331496] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-29T20:16:49.332316] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-29T20:16:49.332368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:49.332399] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:49.332425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:49.332482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:49.389075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:49.389714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:49.389795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:49.389827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:49.504954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:49.505105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:49.505146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:49.505174] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:49.508488] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-29T20:16:49.508799] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-29T20:16:49.508941] [INFO ] [sig       ] AVAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:49.652057] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AVAL.txt
[2025-12-29T20:16:49.652219] [INFO ] [sig       ] [300/3546] Completed AVAL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-29T20:16:49.652260] [INFO ] [sig       ] [301/3546] Forecasting AVB...
[2025-12-29T20:16:49.652289] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-29T20:16:49.652318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-29T20:16:49.663855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-29T20:16:49.664133] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-29T20:16:49.664921] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-29T20:16:49.664972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:49.665004] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:49.665030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:49.665087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:49.724460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:49.725148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:49.725228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:49.725261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:49.855006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:49.855201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:49.855258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:49.855297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:49.859407] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2025-12-29T20:16:49.859770] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-29T20:16:49.859923] [INFO ] [sig       ] AVB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:50.000730] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AVB.txt
[2025-12-29T20:16:50.000859] [INFO ] [sig       ] [301/3546] Completed AVB in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-29T20:16:50.000896] [INFO ] [sig       ] [302/3546] Forecasting AVBP...
[2025-12-29T20:16:50.000926] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-29T20:16:50.000956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-29T20:16:50.012802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-29T20:16:50.013085] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-29T20:16:50.013897] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-29T20:16:50.013950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:50.013981] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:50.014007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:50.014064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:50.070811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:50.071480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:50.071558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:50.071622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:50.189324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:50.189474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:50.189513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:50.189591] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:50.193005] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-29T20:16:50.193279] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-29T20:16:50.193402] [INFO ] [sig       ] AVBP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:50.338439] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVBP.txt
[2025-12-29T20:16:50.338611] [INFO ] [sig       ] [302/3546] Completed AVBP in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-29T20:16:50.338657] [INFO ] [sig       ] [303/3546] Forecasting AVD...
[2025-12-29T20:16:50.338688] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-29T20:16:50.338718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-29T20:16:50.350538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-29T20:16:50.350890] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-29T20:16:50.351761] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-29T20:16:50.351815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:50.351847] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:50.351874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:50.351932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:50.409871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:50.410728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:50.410813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:50.410845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:50.532814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:50.532967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:50.533006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:50.533036] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:50.536508] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-12-29T20:16:50.536832] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-29T20:16:50.536967] [INFO ] [sig       ] AVD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:50.683054] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVD.txt
[2025-12-29T20:16:50.683226] [INFO ] [sig       ] [303/3546] Completed AVD in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-29T20:16:50.683277] [INFO ] [sig       ] [304/3546] Forecasting AVDL...
[2025-12-29T20:16:50.683308] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-29T20:16:50.683337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-29T20:16:50.695301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-29T20:16:50.695721] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-29T20:16:50.696509] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-29T20:16:50.696562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:50.696617] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:50.696644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:50.696703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:50.754312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:50.754944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:50.755022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:50.755054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:50.880047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:50.880194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:50.880232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:50.880261] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:50.883979] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-29T20:16:50.884249] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-29T20:16:50.884560] [INFO ] [sig       ] AVDL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:51.025941] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVDL.txt
[2025-12-29T20:16:51.026078] [INFO ] [sig       ] [304/3546] Completed AVDL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-29T20:16:51.026121] [INFO ] [sig       ] [305/3546] Forecasting AVGO...
[2025-12-29T20:16:51.026151] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-29T20:16:51.026180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-29T20:16:51.037824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-29T20:16:51.038092] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-29T20:16:51.039099] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-29T20:16:51.039151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:51.039182] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:51.039207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:51.039267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:51.098705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:51.099380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:51.099459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:51.099491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:51.223230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:51.223393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:51.223434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:51.223462] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:51.227028] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=56.50%)
[2025-12-29T20:16:51.227333] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-29T20:16:51.227463] [INFO ] [sig       ] AVGO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:51.365827] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVGO.txt
[2025-12-29T20:16:51.365949] [INFO ] [sig       ] [305/3546] Completed AVGO in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-29T20:16:51.365987] [INFO ] [sig       ] [306/3546] Forecasting AVGX...
[2025-12-29T20:16:51.366015] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-29T20:16:51.366043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-29T20:16:51.377640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-29T20:16:51.377915] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-29T20:16:51.378722] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-29T20:16:51.378796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:51.378828] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:51.378855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:51.378912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:51.438306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:51.439134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:51.439225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:51.439258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:51.557962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:51.558110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:51.558148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:51.558176] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:51.561536] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-12-29T20:16:51.561828] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-29T20:16:51.561955] [INFO ] [sig       ] AVGX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:51.699877] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVGX.txt
[2025-12-29T20:16:51.700001] [INFO ] [sig       ] [306/3546] Completed AVGX in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.0m
[2025-12-29T20:16:51.700041] [INFO ] [sig       ] [307/3546] Forecasting AVK...
[2025-12-29T20:16:51.700068] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-29T20:16:51.700096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-29T20:16:51.711898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-29T20:16:51.712195] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-29T20:16:51.712990] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-29T20:16:51.713043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:51.713075] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:51.713102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:51.713161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:51.769556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:51.770202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:51.770280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:51.770311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:51.881991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:51.882141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:51.882179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:51.882210] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:51.885514] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-29T20:16:51.885799] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-29T20:16:51.885924] [INFO ] [sig       ] AVK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:52.023416] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVK.txt
[2025-12-29T20:16:52.023544] [INFO ] [sig       ] [307/3546] Completed AVK in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:52.023600] [INFO ] [sig       ] [308/3546] Forecasting AVNS...
[2025-12-29T20:16:52.023631] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-29T20:16:52.023660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-29T20:16:52.035323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-29T20:16:52.035667] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-29T20:16:52.036453] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-29T20:16:52.036506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:52.036536] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:52.036561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:52.036648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:52.092334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:52.093072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:52.093155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:52.093186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:52.215822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:52.216010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:52.216051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:52.216079] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:52.219603] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-29T20:16:52.219881] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-29T20:16:52.220005] [INFO ] [sig       ] AVNS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:52.357797] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVNS.txt
[2025-12-29T20:16:52.357935] [INFO ] [sig       ] [308/3546] Completed AVNS in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:52.357974] [INFO ] [sig       ] [309/3546] Forecasting AVO...
[2025-12-29T20:16:52.358003] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-29T20:16:52.358032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-29T20:16:52.369736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-29T20:16:52.370060] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-29T20:16:52.370859] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-29T20:16:52.370910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:52.370941] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:52.370969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:52.371026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:52.427098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:52.427777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:52.427884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:52.427917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:52.544652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:52.544808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:52.544847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:52.544875] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:52.548199] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-29T20:16:52.548471] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-29T20:16:52.548615] [INFO ] [sig       ] AVO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:52.690729] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVO.txt
[2025-12-29T20:16:52.690888] [INFO ] [sig       ] [309/3546] Completed AVO in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:52.690928] [INFO ] [sig       ] [310/3546] Forecasting AVTX...
[2025-12-29T20:16:52.690960] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-29T20:16:52.690990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-29T20:16:52.702236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-29T20:16:52.702525] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-29T20:16:52.703458] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-29T20:16:52.703512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:52.703543] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:52.703590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:52.703651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:52.759733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:52.760648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:52.760731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:52.760763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:52.882817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:52.882983] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:16:52.883023] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:52.883054] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:52.886686] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-12-29T20:16:52.887057] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-29T20:16:52.887210] [INFO ] [sig       ] AVTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:53.033487] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVTX.txt
[2025-12-29T20:16:53.033676] [INFO ] [sig       ] [310/3546] Completed AVTX in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:53.033718] [INFO ] [sig       ] [311/3546] Forecasting AVXL...
[2025-12-29T20:16:53.033749] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-29T20:16:53.033777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-29T20:16:53.045587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-29T20:16:53.045919] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-29T20:16:53.046776] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-29T20:16:53.046829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:53.046872] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:53.046901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:53.046961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:53.103775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:53.104551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:53.104651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:53.104684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:53.222896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:53.223053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:53.223100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:53.223142] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:53.226649] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2025-12-29T20:16:53.226927] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-29T20:16:53.227055] [INFO ] [sig       ] AVXL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:53.368536] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AVXL.txt
[2025-12-29T20:16:53.368698] [INFO ] [sig       ] [311/3546] Completed AVXL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:53.368739] [INFO ] [sig       ] [312/3546] Forecasting AVY...
[2025-12-29T20:16:53.368793] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-29T20:16:53.368827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-29T20:16:53.380263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-29T20:16:53.380596] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-29T20:16:53.381372] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-29T20:16:53.381424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:53.381455] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:53.381482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:53.381539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:53.437560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:53.438258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:53.438338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:53.438369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:53.558089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:53.558248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:53.558288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:53.558317] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:53.561749] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=44.61%)
[2025-12-29T20:16:53.562035] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-29T20:16:53.562169] [INFO ] [sig       ] AVY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:53.700378] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AVY.txt
[2025-12-29T20:16:53.700542] [INFO ] [sig       ] [312/3546] Completed AVY in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:53.700601] [INFO ] [sig       ] [313/3546] Forecasting AWF...
[2025-12-29T20:16:53.700632] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-29T20:16:53.700660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-29T20:16:53.712584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-29T20:16:53.712913] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-29T20:16:53.713736] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-29T20:16:53.713789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:53.713821] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:53.713848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:53.713906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:53.770550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:53.771342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:53.771426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:53.771458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:53.902108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:53.902261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:53.902304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:53.902347] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:53.906160] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-29T20:16:53.906446] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-29T20:16:53.906629] [INFO ] [sig       ] AWF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:54.057147] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AWF.txt
[2025-12-29T20:16:54.057333] [INFO ] [sig       ] [313/3546] Completed AWF in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:54.057392] [INFO ] [sig       ] [314/3546] Forecasting AWI...
[2025-12-29T20:16:54.057439] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-29T20:16:54.057473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-29T20:16:54.069632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-29T20:16:54.069996] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-29T20:16:54.070890] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-29T20:16:54.070945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:54.070977] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:54.071005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:54.071063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:54.132764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:54.133654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:54.133739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:54.133773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:54.265449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:54.265630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:54.265673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:54.265703] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:54.269443] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-29T20:16:54.269748] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-29T20:16:54.269879] [INFO ] [sig       ] AWI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:54.419134] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AWI.txt
[2025-12-29T20:16:54.419275] [INFO ] [sig       ] [314/3546] Completed AWI in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:54.419321] [INFO ] [sig       ] [315/3546] Forecasting AWK...
[2025-12-29T20:16:54.419350] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-29T20:16:54.419379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-29T20:16:54.431311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-29T20:16:54.431680] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-29T20:16:54.432521] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-29T20:16:54.432600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:54.432640] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:54.432668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:54.432726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:54.491717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:54.492455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:54.492537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:54.492569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:54.608470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:54.608635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:54.608675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:54.608703] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:54.611999] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-12-29T20:16:54.612265] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-29T20:16:54.612388] [INFO ] [sig       ] AWK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:54.752398] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AWK.txt
[2025-12-29T20:16:54.752544] [INFO ] [sig       ] [315/3546] Completed AWK in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:54.752604] [INFO ] [sig       ] [316/3546] Forecasting AWP...
[2025-12-29T20:16:54.752635] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-29T20:16:54.752665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-29T20:16:54.764295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-29T20:16:54.764671] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-29T20:16:54.765504] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-29T20:16:54.765558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:54.765642] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:54.765681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:54.765760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:54.825134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:54.826040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:54.826125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:54.826159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:54.943772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:54.943932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:54.943970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:54.943999] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:54.947358] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-29T20:16:54.947660] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-29T20:16:54.947788] [INFO ] [sig       ] AWP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:55.089607] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AWP.txt
[2025-12-29T20:16:55.089774] [INFO ] [sig       ] [316/3546] Completed AWP in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-29T20:16:55.089829] [INFO ] [sig       ] [317/3546] Forecasting AWRE...
[2025-12-29T20:16:55.089863] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-29T20:16:55.089895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-29T20:16:55.101242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-29T20:16:55.101614] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-29T20:16:55.102469] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-29T20:16:55.102524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:55.102556] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:55.102602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:55.102663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:55.161719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:55.162642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:55.162732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:55.162765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:55.276442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:55.276626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:55.276670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:55.276697] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:55.280280] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-12-29T20:16:55.280607] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-29T20:16:55.280752] [INFO ] [sig       ] AWRE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:55.428938] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AWRE.txt
[2025-12-29T20:16:55.429098] [INFO ] [sig       ] [317/3546] Completed AWRE in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-29T20:16:55.429139] [INFO ] [sig       ] [318/3546] Forecasting AXGN...
[2025-12-29T20:16:55.429172] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-29T20:16:55.429204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-29T20:16:55.442091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-29T20:16:55.442445] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-29T20:16:55.443323] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-29T20:16:55.443383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:55.443416] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:55.443442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:55.443501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:55.502840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:55.503700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:55.503789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:55.503822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:55.630119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:55.630297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:55.630346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:55.630395] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:55.633906] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-29T20:16:55.634184] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-29T20:16:55.634319] [INFO ] [sig       ] AXGN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:55.776432] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AXGN.txt
[2025-12-29T20:16:55.776605] [INFO ] [sig       ] [318/3546] Completed AXGN in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-29T20:16:55.776646] [INFO ] [sig       ] [319/3546] Forecasting AXL...
[2025-12-29T20:16:55.776677] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-29T20:16:55.776708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-29T20:16:55.788343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-29T20:16:55.788647] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-29T20:16:55.789447] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-29T20:16:55.789500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:55.789532] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:55.789558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:55.789645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:55.846417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:55.847290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:55.847377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:55.847409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:55.971002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:55.971167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:55.971206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:55.971273] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:55.974675] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-29T20:16:55.974946] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-29T20:16:55.975074] [INFO ] [sig       ] AXL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:56.134611] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AXL.txt
[2025-12-29T20:16:56.134811] [INFO ] [sig       ] [319/3546] Completed AXL in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-29T20:16:56.134866] [INFO ] [sig       ] [320/3546] Forecasting AXON...
[2025-12-29T20:16:56.134906] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-29T20:16:56.134944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-29T20:16:56.148787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-29T20:16:56.149279] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-29T20:16:56.150149] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-29T20:16:56.150204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:56.150238] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:56.150271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:56.150341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:56.209706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:56.210593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:56.210684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:56.210737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:56.334624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:56.334781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:56.334822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:56.334851] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:56.338302] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=56.70%)
[2025-12-29T20:16:56.338609] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-29T20:16:56.338744] [INFO ] [sig       ] AXON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:56.487738] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AXON.txt
[2025-12-29T20:16:56.487895] [INFO ] [sig       ] [320/3546] Completed AXON in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.9m
[2025-12-29T20:16:56.487935] [INFO ] [sig       ] [321/3546] Forecasting AXP...
[2025-12-29T20:16:56.487964] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-29T20:16:56.487994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-29T20:16:56.501924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-29T20:16:56.502328] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-29T20:16:56.503184] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-29T20:16:56.503237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:56.503268] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:56.503294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:56.503351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:56.560851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:56.561769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:56.561859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:56.561894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:56.685905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:56.686066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:56.686106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:56.686135] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:56.689523] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-29T20:16:56.689825] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-29T20:16:56.689959] [INFO ] [sig       ] AXP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:56.831609] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AXP.txt
[2025-12-29T20:16:56.831787] [INFO ] [sig       ] [321/3546] Completed AXP in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:56.831826] [INFO ] [sig       ] [322/3546] Forecasting AXS...
[2025-12-29T20:16:56.831858] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-29T20:16:56.831888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-29T20:16:56.843101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-29T20:16:56.843470] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-29T20:16:56.844288] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-29T20:16:56.844341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:56.844372] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:56.844408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:56.844467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:56.900725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:56.901605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:56.901711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:56.901746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:57.021893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:57.022055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:57.022094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:57.022122] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:57.025507] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-12-29T20:16:57.025812] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-29T20:16:57.025942] [INFO ] [sig       ] AXS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:57.167992] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AXS.txt
[2025-12-29T20:16:57.168150] [INFO ] [sig       ] [322/3546] Completed AXS in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:57.168191] [INFO ] [sig       ] [323/3546] Forecasting AXSM...
[2025-12-29T20:16:57.168220] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-29T20:16:57.168250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-29T20:16:57.181465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-29T20:16:57.181908] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-29T20:16:57.182806] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-29T20:16:57.182863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:57.182896] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:57.182924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:57.182983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:57.245509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:57.246373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:57.246458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:57.246491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:57.366842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:57.366999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:57.367038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:57.367067] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:57.370590] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-12-29T20:16:57.370886] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-29T20:16:57.371015] [INFO ] [sig       ] AXSM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:57.517769] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AXSM.txt
[2025-12-29T20:16:57.518004] [INFO ] [sig       ] [323/3546] Completed AXSM in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:57.518067] [INFO ] [sig       ] [324/3546] Forecasting AXTA...
[2025-12-29T20:16:57.518098] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-29T20:16:57.518127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-29T20:16:57.529908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-29T20:16:57.530300] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-29T20:16:57.531144] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-29T20:16:57.531199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:57.531230] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:57.531257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:57.531315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:57.591135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:57.591976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:57.592100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:57.592135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:57.714116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:57.714269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:57.714309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:57.714337] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:57.717717] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=54.54%)
[2025-12-29T20:16:57.717994] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-29T20:16:57.718120] [INFO ] [sig       ] AXTA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:57.860138] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AXTA.txt
[2025-12-29T20:16:57.860271] [INFO ] [sig       ] [324/3546] Completed AXTA in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:57.860311] [INFO ] [sig       ] [325/3546] Forecasting AXTI...
[2025-12-29T20:16:57.860340] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-29T20:16:57.860370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-29T20:16:57.871614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-29T20:16:57.871914] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-29T20:16:57.872709] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-29T20:16:57.872762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:57.872793] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:57.872819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:57.872877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:57.929121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:57.929989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:57.930070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:57.930102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:58.057865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:58.058026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:58.058067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:58.058095] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:58.061489] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-29T20:16:58.061776] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-29T20:16:58.061904] [INFO ] [sig       ] AXTI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:58.203760] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AXTI.txt
[2025-12-29T20:16:58.203905] [INFO ] [sig       ] [325/3546] Completed AXTI in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:58.203945] [INFO ] [sig       ] [326/3546] Forecasting AYI...
[2025-12-29T20:16:58.203974] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-29T20:16:58.204008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-29T20:16:58.216517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-29T20:16:58.216882] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-29T20:16:58.217893] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-29T20:16:58.217946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:58.217977] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:58.218004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:58.218061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:58.275937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:58.276716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:58.276841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:58.276875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:58.398424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:58.398787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:58.398827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:58.398856] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:58.402206] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-29T20:16:58.402486] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-29T20:16:58.402632] [INFO ] [sig       ] AYI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:58.549647] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AYI.txt
[2025-12-29T20:16:58.549843] [INFO ] [sig       ] [326/3546] Completed AYI in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:58.549904] [INFO ] [sig       ] [327/3546] Forecasting AZ...
[2025-12-29T20:16:58.549948] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-29T20:16:58.549990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-29T20:16:58.561704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-29T20:16:58.562062] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-29T20:16:58.562925] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-29T20:16:58.562981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:58.563012] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:58.563038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:58.563096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:58.620978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:58.621834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:58.621916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:58.621949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:58.740902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:58.741064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:58.741105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:58.741133] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:58.744512] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2025-12-29T20:16:58.744837] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-29T20:16:58.744969] [INFO ] [sig       ] AZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:16:58.886845] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/AZ.txt
[2025-12-29T20:16:58.887007] [INFO ] [sig       ] [327/3546] Completed AZ in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:58.887051] [INFO ] [sig       ] [328/3546] Forecasting AZN...
[2025-12-29T20:16:58.887080] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-29T20:16:58.887110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-29T20:16:58.898902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-29T20:16:58.899275] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-29T20:16:58.900101] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-29T20:16:58.900154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:58.900185] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:58.900211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:58.900268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:58.959189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:58.960101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:58.960187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:58.960220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:59.082758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:59.082927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:59.082966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:59.082994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:59.086412] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2025-12-29T20:16:59.086725] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-29T20:16:59.086862] [INFO ] [sig       ] AZN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:59.228864] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AZN.txt
[2025-12-29T20:16:59.229023] [INFO ] [sig       ] [328/3546] Completed AZN in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:59.229064] [INFO ] [sig       ] [329/3546] Forecasting AZO...
[2025-12-29T20:16:59.229092] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-29T20:16:59.229121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-29T20:16:59.240262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-29T20:16:59.240675] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-29T20:16:59.241508] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-29T20:16:59.241562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:59.241615] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:59.241642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:59.241699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:59.300766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:59.301680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:59.301771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:59.301805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:59.430443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:59.430620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:59.430661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:59.430691] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:59.434316] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-29T20:16:59.434672] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-29T20:16:59.434809] [INFO ] [sig       ] AZO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:59.582504] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AZO.txt
[2025-12-29T20:16:59.582751] [INFO ] [sig       ] [329/3546] Completed AZO in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:59.582812] [INFO ] [sig       ] [330/3546] Forecasting AZTA...
[2025-12-29T20:16:59.582855] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-29T20:16:59.582898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-29T20:16:59.595784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-29T20:16:59.596204] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-29T20:16:59.597219] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-29T20:16:59.597287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:59.597326] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:59.597360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:59.597427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:16:59.656928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:16:59.657870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:16:59.657955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:16:59.657988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:16:59.782802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:16:59.782960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:16:59.783001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:16:59.783032] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:16:59.786685] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-29T20:16:59.787018] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-29T20:16:59.787159] [INFO ] [sig       ] AZTA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:16:59.943257] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AZTA.txt
[2025-12-29T20:16:59.943411] [INFO ] [sig       ] [330/3546] Completed AZTA in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:16:59.943451] [INFO ] [sig       ] [331/3546] Forecasting AZZ...
[2025-12-29T20:16:59.943479] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-29T20:16:59.943509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-29T20:16:59.955019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-29T20:16:59.955393] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-29T20:16:59.956208] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-29T20:16:59.956262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:16:59.956293] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:16:59.956320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:16:59.956378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:00.015102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:00.016011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:00.016100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:00.016133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:00.141332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:00.141521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:00.141563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:00.141614] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:00.145144] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-29T20:17:00.145454] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-29T20:17:00.145607] [INFO ] [sig       ] AZZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:00.292400] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/AZZ.txt
[2025-12-29T20:17:00.292557] [INFO ] [sig       ] [331/3546] Completed AZZ in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:17:00.292618] [INFO ] [sig       ] [332/3546] Forecasting BA...
[2025-12-29T20:17:00.292649] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-29T20:17:00.292678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-29T20:17:00.304275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-29T20:17:00.304551] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-29T20:17:00.305346] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-29T20:17:00.305399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:00.305430] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:00.305456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:00.305514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:00.362663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:00.363276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:00.363354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:00.363386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:00.485114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:00.485302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:00.485349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:00.485391] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:00.488823] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-12-29T20:17:00.489104] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-29T20:17:00.489229] [INFO ] [sig       ] BA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:00.630142] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BA.txt
[2025-12-29T20:17:00.630277] [INFO ] [sig       ] [332/3546] Completed BA in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:17:00.630316] [INFO ] [sig       ] [333/3546] Forecasting BABA...
[2025-12-29T20:17:00.630345] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-29T20:17:00.630375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-29T20:17:00.642509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-29T20:17:00.642837] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-29T20:17:00.643645] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-29T20:17:00.643697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:00.643752] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:00.643781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:00.643840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:00.702104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:00.702779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:00.702857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:00.702890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:00.824799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:00.824942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:00.824982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:00.825011] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:00.828413] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-29T20:17:00.828715] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-29T20:17:00.828866] [INFO ] [sig       ] BABA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:00.971900] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BABA.txt
[2025-12-29T20:17:00.972023] [INFO ] [sig       ] [333/3546] Completed BABA in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-29T20:17:00.972062] [INFO ] [sig       ] [334/3546] Forecasting BABX...
[2025-12-29T20:17:00.972092] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-29T20:17:00.972122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-29T20:17:00.987505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-29T20:17:00.987891] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-29T20:17:00.988976] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-29T20:17:00.989030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:00.989068] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:00.989096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:00.989154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:01.047569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:01.048501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:01.048609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:01.048645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:01.172282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:01.172445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:01.172493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:01.172521] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:01.175896] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-29T20:17:01.176200] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-29T20:17:01.176335] [INFO ] [sig       ] BABX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:01.328006] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BABX.txt
[2025-12-29T20:17:01.328159] [INFO ] [sig       ] [334/3546] Completed BABX in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-29T20:17:01.328200] [INFO ] [sig       ] [335/3546] Forecasting BAC...
[2025-12-29T20:17:01.328229] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-29T20:17:01.328259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-29T20:17:01.341172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-29T20:17:01.341450] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-29T20:17:01.342243] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-29T20:17:01.342295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:01.342338] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:01.342366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:01.342424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:01.401541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:01.402270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:01.402349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:01.402382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:01.525299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:01.525455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:01.525495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:01.525523] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:01.529062] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-12-29T20:17:01.529363] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-29T20:17:01.529518] [INFO ] [sig       ] BAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:01.671882] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BAC.txt
[2025-12-29T20:17:01.672055] [INFO ] [sig       ] [335/3546] Completed BAC in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-29T20:17:01.672102] [INFO ] [sig       ] [336/3546] Forecasting BAH...
[2025-12-29T20:17:01.672132] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-29T20:17:01.672162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-29T20:17:01.683633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-29T20:17:01.683978] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-29T20:17:01.684817] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-29T20:17:01.684870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:01.684904] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:01.684940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:01.685021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:01.742297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:01.743127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:01.743210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:01.743243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:01.873663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:01.873820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:01.873859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:01.873922] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:01.877315] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-12-29T20:17:01.877624] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-29T20:17:01.877753] [INFO ] [sig       ] BAH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:02.020790] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BAH.txt
[2025-12-29T20:17:02.020948] [INFO ] [sig       ] [336/3546] Completed BAH in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.8m
[2025-12-29T20:17:02.020989] [INFO ] [sig       ] [337/3546] Forecasting BAK...
[2025-12-29T20:17:02.021019] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-29T20:17:02.021048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-29T20:17:02.034341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-29T20:17:02.034724] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-29T20:17:02.035588] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-29T20:17:02.035644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:02.035676] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:02.035702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:02.035761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:02.094705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:02.095548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:02.095658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:02.095692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:02.219269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:02.219429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:02.219470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:02.219499] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:02.223176] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-12-29T20:17:02.223473] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-29T20:17:02.223628] [INFO ] [sig       ] BAK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:02.372237] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BAK.txt
[2025-12-29T20:17:02.372373] [INFO ] [sig       ] [337/3546] Completed BAK in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:02.372413] [INFO ] [sig       ] [338/3546] Forecasting BALL...
[2025-12-29T20:17:02.372442] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-29T20:17:02.372471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-29T20:17:02.384390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-29T20:17:02.384710] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-29T20:17:02.385488] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-29T20:17:02.385540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:02.385593] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:02.385624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:02.385683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:02.442627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:02.443284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:02.443365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:02.443397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:02.562229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:02.562380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:02.562421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:02.562450] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:02.565807] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-12-29T20:17:02.566084] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-29T20:17:02.566208] [INFO ] [sig       ] BALL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:02.709796] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BALL.txt
[2025-12-29T20:17:02.709932] [INFO ] [sig       ] [338/3546] Completed BALL in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:02.709971] [INFO ] [sig       ] [339/3546] Forecasting BAM...
[2025-12-29T20:17:02.710006] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-29T20:17:02.710038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-29T20:17:02.721465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-29T20:17:02.721779] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-29T20:17:02.722554] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-29T20:17:02.722627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:02.722659] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:02.722685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:02.722741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:02.783329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:02.784176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:02.784262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:02.784297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:02.906885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:02.907040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:02.907080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:02.907109] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:02.910618] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-29T20:17:02.910899] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-29T20:17:02.911025] [INFO ] [sig       ] BAM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:03.053432] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BAM.txt
[2025-12-29T20:17:03.053589] [INFO ] [sig       ] [339/3546] Completed BAM in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:03.053642] [INFO ] [sig       ] [340/3546] Forecasting BANC...
[2025-12-29T20:17:03.053680] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-29T20:17:03.053710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-29T20:17:03.065136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-29T20:17:03.065430] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-29T20:17:03.066232] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-29T20:17:03.066285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:03.066317] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:03.066343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:03.066401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:03.124221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:03.124986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:03.125067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:03.125100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:03.251213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:03.251374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:03.251414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:03.251443] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:03.255356] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-29T20:17:03.255692] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-29T20:17:03.255821] [INFO ] [sig       ] BANC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:03.398232] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BANC.txt
[2025-12-29T20:17:03.398383] [INFO ] [sig       ] [340/3546] Completed BANC in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:03.398425] [INFO ] [sig       ] [341/3546] Forecasting BAND...
[2025-12-29T20:17:03.398454] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-29T20:17:03.398483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-29T20:17:03.413271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-29T20:17:03.413586] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-29T20:17:03.414363] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-29T20:17:03.414415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:03.414447] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:03.414474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:03.414532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:03.471564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:03.472373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:03.472482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:03.472532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:03.597868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:03.598022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:03.598062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:03.598091] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:03.602504] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-29T20:17:03.602953] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-29T20:17:03.603128] [INFO ] [sig       ] BAND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:03.764036] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BAND.txt
[2025-12-29T20:17:03.764194] [INFO ] [sig       ] [341/3546] Completed BAND in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:03.764235] [INFO ] [sig       ] [342/3546] Forecasting BANF...
[2025-12-29T20:17:03.764264] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-29T20:17:03.764293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-29T20:17:03.776268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-29T20:17:03.776712] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-29T20:17:03.777603] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-29T20:17:03.777660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:03.777693] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:03.777720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:03.777777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:03.837270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:03.838180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:03.838272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:03.838306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:03.962642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:03.962798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:03.962839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:03.962885] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:03.966395] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-29T20:17:03.966705] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-29T20:17:03.966834] [INFO ] [sig       ] BANF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:04.107018] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BANF.txt
[2025-12-29T20:17:04.107168] [INFO ] [sig       ] [342/3546] Completed BANF in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:04.107208] [INFO ] [sig       ] [343/3546] Forecasting BANX...
[2025-12-29T20:17:04.107239] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-29T20:17:04.107269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-29T20:17:04.118536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-29T20:17:04.118885] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-29T20:17:04.119698] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-29T20:17:04.119750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:04.119783] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:04.119810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:04.119868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:04.176799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:04.177435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:04.177538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:04.177589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:04.297561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:04.297723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:04.297764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:04.297794] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:04.301191] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-29T20:17:04.301466] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-29T20:17:04.301611] [INFO ] [sig       ] BANX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:04.445054] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BANX.txt
[2025-12-29T20:17:04.445195] [INFO ] [sig       ] [343/3546] Completed BANX in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:04.445235] [INFO ] [sig       ] [344/3546] Forecasting BAP...
[2025-12-29T20:17:04.445265] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-29T20:17:04.445295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-29T20:17:04.457320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-29T20:17:04.457612] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-29T20:17:04.458392] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-29T20:17:04.458445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:04.458477] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:04.458503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:04.458560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:04.515127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:04.515758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:04.515834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:04.515877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:04.631483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:04.631683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:04.631725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:04.631753] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:04.635068] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-29T20:17:04.635341] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-29T20:17:04.635465] [INFO ] [sig       ] BAP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:04.774969] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BAP.txt
[2025-12-29T20:17:04.775092] [INFO ] [sig       ] [344/3546] Completed BAP in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:04.775131] [INFO ] [sig       ] [345/3546] Forecasting BATRA...
[2025-12-29T20:17:04.775161] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-29T20:17:04.775190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-29T20:17:04.786252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-29T20:17:04.786531] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-29T20:17:04.787333] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-29T20:17:04.787386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:04.787416] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:04.787442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:04.787499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:04.844224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:04.844881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:04.844960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:04.844993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:04.965458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:04.965623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:04.965663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:04.965692] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:04.969352] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-12-29T20:17:04.969648] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-29T20:17:04.969776] [INFO ] [sig       ] BATRA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:05.116307] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BATRA.txt
[2025-12-29T20:17:05.116438] [INFO ] [sig       ] [345/3546] Completed BATRA in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:05.116480] [INFO ] [sig       ] [346/3546] Forecasting BATRK...
[2025-12-29T20:17:05.116512] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-29T20:17:05.116547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-29T20:17:05.129005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-29T20:17:05.129285] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-29T20:17:05.130275] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-29T20:17:05.130329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:05.130360] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:05.130400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:05.130459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:05.188696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:05.189469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:05.189566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:05.189622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:05.312054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:05.312202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:05.312240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:05.312268] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:05.315602] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-29T20:17:05.315874] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-29T20:17:05.315996] [INFO ] [sig       ] BATRK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:05.481234] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BATRK.txt
[2025-12-29T20:17:05.481420] [INFO ] [sig       ] [346/3546] Completed BATRK in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:05.481460] [INFO ] [sig       ] [347/3546] Forecasting BAX...
[2025-12-29T20:17:05.481491] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-29T20:17:05.481521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-29T20:17:05.492972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-29T20:17:05.493328] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-29T20:17:05.494150] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-29T20:17:05.494203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:05.494235] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:05.494262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:05.494319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:05.552648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:05.553561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:05.553667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:05.553702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:05.674384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:05.674536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:05.674594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:05.674627] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:05.678021] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=70.28%)
[2025-12-29T20:17:05.678302] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-29T20:17:05.678430] [INFO ] [sig       ] BAX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:05.822793] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BAX.txt
[2025-12-29T20:17:05.822921] [INFO ] [sig       ] [347/3546] Completed BAX in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:05.822961] [INFO ] [sig       ] [348/3546] Forecasting BB...
[2025-12-29T20:17:05.822990] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-29T20:17:05.823021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-29T20:17:05.835101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-29T20:17:05.835400] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-29T20:17:05.836290] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-29T20:17:05.836345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:05.836377] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:05.836404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:05.836463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:05.895061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:05.895790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:05.895872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:05.895905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:06.026250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:06.026402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:06.026441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:06.026469] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:06.030614] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-29T20:17:06.030891] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-29T20:17:06.031018] [INFO ] [sig       ] BB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:06.172116] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BB.txt
[2025-12-29T20:17:06.172250] [INFO ] [sig       ] [348/3546] Completed BB in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:06.172289] [INFO ] [sig       ] [349/3546] Forecasting BBAI...
[2025-12-29T20:17:06.172318] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-29T20:17:06.172348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-29T20:17:06.184463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-29T20:17:06.184899] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-29T20:17:06.185753] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-29T20:17:06.185807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:06.185839] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:06.185865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:06.185923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:06.244075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:06.244963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:06.245048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:06.245082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:06.365896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:06.366055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:06.366096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:06.366129] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:06.369529] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-29T20:17:06.369827] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-29T20:17:06.369957] [INFO ] [sig       ] BBAI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:06.513064] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BBAI.txt
[2025-12-29T20:17:06.513208] [INFO ] [sig       ] [349/3546] Completed BBAI in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:06.513250] [INFO ] [sig       ] [350/3546] Forecasting BBCP...
[2025-12-29T20:17:06.513281] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-29T20:17:06.513316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-29T20:17:06.524864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-29T20:17:06.525162] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-29T20:17:06.526000] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-29T20:17:06.526054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:06.526113] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:06.526142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:06.526203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:06.585748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:06.586475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:06.586558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:06.586610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:06.709503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:06.709677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:06.709720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:06.709749] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:06.713175] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-12-29T20:17:06.713470] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-29T20:17:06.713625] [INFO ] [sig       ] BBCP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:06.855008] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BBCP.txt
[2025-12-29T20:17:06.855171] [INFO ] [sig       ] [350/3546] Completed BBCP in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:06.855214] [INFO ] [sig       ] [351/3546] Forecasting BBD...
[2025-12-29T20:17:06.855244] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-29T20:17:06.855274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-29T20:17:06.874793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-29T20:17:06.875165] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-29T20:17:06.876202] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-29T20:17:06.876257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:06.876290] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:06.876317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:06.876375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:06.935171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:06.936062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:06.936147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:06.936180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:07.063785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:07.063976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:07.064040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:07.064092] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:07.069195] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-29T20:17:07.069566] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-29T20:17:07.069732] [INFO ] [sig       ] BBD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:07.218271] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BBD.txt
[2025-12-29T20:17:07.218435] [INFO ] [sig       ] [351/3546] Completed BBD in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-29T20:17:07.218476] [INFO ] [sig       ] [352/3546] Forecasting BBDO...
[2025-12-29T20:17:07.218509] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-29T20:17:07.218539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-29T20:17:07.230287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-29T20:17:07.230724] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-29T20:17:07.231535] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-29T20:17:07.231634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:07.231675] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:07.231711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:07.231774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:07.290521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:07.291394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:07.291484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:07.291518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:07.417628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:07.417787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:07.417828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:07.417857] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:07.421382] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2025-12-29T20:17:07.421716] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-29T20:17:07.421853] [INFO ] [sig       ] BBDO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:07.566556] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BBDO.txt
[2025-12-29T20:17:07.566708] [INFO ] [sig       ] [352/3546] Completed BBDO in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:07.566748] [INFO ] [sig       ] [353/3546] Forecasting BBH...
[2025-12-29T20:17:07.566778] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-29T20:17:07.566808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-29T20:17:07.578814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-29T20:17:07.579121] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-29T20:17:07.579924] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-29T20:17:07.579976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:07.580007] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:07.580033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:07.580095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:07.638072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:07.638889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:07.638972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:07.639005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:07.743184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:07.743340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:07.743379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:07.743444] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:07.746872] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=76.70%)
[2025-12-29T20:17:07.747142] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-29T20:17:07.747266] [INFO ] [sig       ] BBH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:07.892293] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BBH.txt
[2025-12-29T20:17:07.892424] [INFO ] [sig       ] [353/3546] Completed BBH in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:07.892463] [INFO ] [sig       ] [354/3546] Forecasting BBIO...
[2025-12-29T20:17:07.892492] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-29T20:17:07.892521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-29T20:17:07.904322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-29T20:17:07.904646] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-29T20:17:07.905441] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-29T20:17:07.905494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:07.905526] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:07.905552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:07.905634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:07.962625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:07.963401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:07.963483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:07.963515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:08.086099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:08.086254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:08.086294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:08.086321] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:08.089736] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2025-12-29T20:17:08.090008] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-29T20:17:08.090136] [INFO ] [sig       ] BBIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:08.231159] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BBIO.txt
[2025-12-29T20:17:08.231316] [INFO ] [sig       ] [354/3546] Completed BBIO in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:08.231357] [INFO ] [sig       ] [355/3546] Forecasting BBLG...
[2025-12-29T20:17:08.231386] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-29T20:17:08.231416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-29T20:17:08.243475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-29T20:17:08.244016] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-29T20:17:08.244850] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-29T20:17:08.244904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:08.244937] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:08.244965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:08.245025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:08.302456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:08.303194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:08.303276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:08.303307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:08.419351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:08.419524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:08.419566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:08.419616] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:08.422929] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=46.83%)
[2025-12-29T20:17:08.423211] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-29T20:17:08.423339] [INFO ] [sig       ] BBLG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:08.561966] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BBLG.txt
[2025-12-29T20:17:08.562113] [INFO ] [sig       ] [355/3546] Completed BBLG in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:08.562154] [INFO ] [sig       ] [356/3546] Forecasting BBN...
[2025-12-29T20:17:08.562182] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-29T20:17:08.562212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-29T20:17:08.573742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-29T20:17:08.574037] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-29T20:17:08.574836] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-29T20:17:08.574890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:08.574921] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:08.574948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:08.575006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:08.632179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:08.633005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:08.633091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:08.633124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:08.758809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:08.758965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:08.759005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:08.759034] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:08.762424] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-29T20:17:08.762722] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-29T20:17:08.762856] [INFO ] [sig       ] BBN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:08.901959] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BBN.txt
[2025-12-29T20:17:08.902094] [INFO ] [sig       ] [356/3546] Completed BBN in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:08.902133] [INFO ] [sig       ] [357/3546] Forecasting BBSI...
[2025-12-29T20:17:08.902162] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-29T20:17:08.902191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-29T20:17:08.914086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-29T20:17:08.914379] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-29T20:17:08.915197] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-29T20:17:08.915252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:08.915285] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:08.915313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:08.915372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:08.972392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:08.973157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:08.973240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:08.973274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:09.095344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:09.095503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:09.095544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:09.095593] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:09.099064] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-29T20:17:09.099353] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-29T20:17:09.099488] [INFO ] [sig       ] BBSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:09.250421] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BBSI.txt
[2025-12-29T20:17:09.250600] [INFO ] [sig       ] [357/3546] Completed BBSI in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:09.250643] [INFO ] [sig       ] [358/3546] Forecasting BBUC...
[2025-12-29T20:17:09.250674] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-29T20:17:09.250704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-29T20:17:09.263073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-29T20:17:09.263489] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-29T20:17:09.264402] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-29T20:17:09.264458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:09.264491] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:09.264517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:09.264599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:09.328523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:09.329633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:09.329741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:09.329801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:09.474003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:09.474210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:09.474270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:09.474315] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:09.479841] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-29T20:17:09.480380] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-29T20:17:09.480621] [INFO ] [sig       ] BBUC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:09.673546] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BBUC.txt
[2025-12-29T20:17:09.673756] [INFO ] [sig       ] [358/3546] Completed BBUC in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:09.673803] [INFO ] [sig       ] [359/3546] Forecasting BBVA...
[2025-12-29T20:17:09.673845] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-29T20:17:09.673878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-29T20:17:09.687682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-29T20:17:09.688146] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-29T20:17:09.689254] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-29T20:17:09.689327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:09.689362] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:09.689389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:09.689449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:09.764319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:09.765632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:09.765772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:09.765828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:09.931846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:09.932033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:09.932104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:09.932150] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:09.936792] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-29T20:17:09.937240] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-29T20:17:09.937415] [INFO ] [sig       ] BBVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:10.141836] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BBVA.txt
[2025-12-29T20:17:10.142021] [INFO ] [sig       ] [359/3546] Completed BBVA in 0.5s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:10.142069] [INFO ] [sig       ] [360/3546] Forecasting BBWI...
[2025-12-29T20:17:10.142100] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-29T20:17:10.142138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-29T20:17:10.156758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-29T20:17:10.157231] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-29T20:17:10.158184] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-29T20:17:10.158252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:10.158292] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:10.158323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:10.158382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:10.217647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:10.218644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:10.218801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:10.218838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:10.347754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:10.347945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:10.347998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:10.348035] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:10.352142] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=69.43%)
[2025-12-29T20:17:10.352491] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-29T20:17:10.352664] [INFO ] [sig       ] BBWI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:10.504973] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BBWI.txt
[2025-12-29T20:17:10.505148] [INFO ] [sig       ] [360/3546] Completed BBWI in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:10.505197] [INFO ] [sig       ] [361/3546] Forecasting BBY...
[2025-12-29T20:17:10.505240] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-29T20:17:10.505274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-29T20:17:10.517739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-29T20:17:10.518179] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-29T20:17:10.519143] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-29T20:17:10.519199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:10.519233] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:10.519260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:10.519319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:10.579567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:10.580564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:10.580685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:10.580725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:10.717460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:10.717659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:10.717713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:10.717752] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:10.722757] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-29T20:17:10.723218] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-29T20:17:10.723402] [INFO ] [sig       ] BBY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:10.899115] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BBY.txt
[2025-12-29T20:17:10.899305] [INFO ] [sig       ] [361/3546] Completed BBY in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:10.899352] [INFO ] [sig       ] [362/3546] Forecasting BC...
[2025-12-29T20:17:10.899387] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-29T20:17:10.899415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-29T20:17:10.911157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-29T20:17:10.911569] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-29T20:17:10.912428] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-29T20:17:10.912483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:10.912514] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:10.912542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:10.912618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:10.969699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:10.970485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:10.970566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:10.970625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:11.093148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:11.093304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:11.093344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:11.093372] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:11.096750] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=49.35%)
[2025-12-29T20:17:11.097030] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-29T20:17:11.097158] [INFO ] [sig       ] BC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:11.238872] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BC.txt
[2025-12-29T20:17:11.239021] [INFO ] [sig       ] [362/3546] Completed BC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:11.239064] [INFO ] [sig       ] [363/3546] Forecasting BCAL...
[2025-12-29T20:17:11.239095] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-29T20:17:11.239124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-29T20:17:11.250755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-29T20:17:11.251033] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-29T20:17:11.251828] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-29T20:17:11.251881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:11.251912] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:11.251938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:11.251995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:11.308881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:11.309515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:11.309611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:11.309647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:11.431189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:11.431354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:11.431395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:11.431424] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:11.434882] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-12-29T20:17:11.435171] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-29T20:17:11.435304] [INFO ] [sig       ] BCAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:11.581844] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BCAL.txt
[2025-12-29T20:17:11.582025] [INFO ] [sig       ] [363/3546] Completed BCAL in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:11.582065] [INFO ] [sig       ] [364/3546] Forecasting BCAX...
[2025-12-29T20:17:11.582095] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-29T20:17:11.582125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-29T20:17:11.593435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-29T20:17:11.593743] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-29T20:17:11.594522] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-29T20:17:11.594595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:11.594633] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:11.594661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:11.594718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:11.652295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:11.653172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:11.653260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:11.653292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:11.775183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:11.775341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:11.775380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:11.775409] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:11.779203] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-12-29T20:17:11.779485] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-29T20:17:11.779650] [INFO ] [sig       ] BCAX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:11.920274] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCAX.txt
[2025-12-29T20:17:11.920437] [INFO ] [sig       ] [364/3546] Completed BCAX in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:11.920477] [INFO ] [sig       ] [365/3546] Forecasting BCBP...
[2025-12-29T20:17:11.920507] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-29T20:17:11.920537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-29T20:17:11.931762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-29T20:17:11.932070] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-29T20:17:11.932873] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-29T20:17:11.932925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:11.932956] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:11.932983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:11.933040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:11.989795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:11.990488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:11.990569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:11.990621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:12.106035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:12.106192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:12.106231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:12.106261] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:12.109681] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-29T20:17:12.109960] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-29T20:17:12.110089] [INFO ] [sig       ] BCBP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:12.249781] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCBP.txt
[2025-12-29T20:17:12.249950] [INFO ] [sig       ] [365/3546] Completed BCBP in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:12.249991] [INFO ] [sig       ] [366/3546] Forecasting BCC...
[2025-12-29T20:17:12.250019] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-29T20:17:12.250047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-29T20:17:12.263224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-29T20:17:12.263547] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-29T20:17:12.264346] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-29T20:17:12.264399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:12.264432] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:12.264458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:12.264516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:12.322817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:12.323718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:12.323807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:12.323839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:12.441470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:12.441648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:12.441706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:12.441739] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:12.445141] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-29T20:17:12.445420] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-29T20:17:12.445544] [INFO ] [sig       ] BCC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:12.587519] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCC.txt
[2025-12-29T20:17:12.587700] [INFO ] [sig       ] [366/3546] Completed BCC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:12.587741] [INFO ] [sig       ] [367/3546] Forecasting BCDA...
[2025-12-29T20:17:12.587771] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-29T20:17:12.587799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-29T20:17:12.599086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-29T20:17:12.599457] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-29T20:17:12.600316] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-29T20:17:12.600372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:12.600430] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:12.600460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:12.600519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:12.658459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:12.659413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:12.659500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:12.659533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:12.777931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:12.778093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:12.778133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:12.778161] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:12.781990] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-29T20:17:12.782283] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-29T20:17:12.782413] [INFO ] [sig       ] BCDA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:12.922801] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BCDA.txt
[2025-12-29T20:17:12.922939] [INFO ] [sig       ] [367/3546] Completed BCDA in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:12.922979] [INFO ] [sig       ] [368/3546] Forecasting BCE...
[2025-12-29T20:17:12.923008] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-29T20:17:12.923037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-29T20:17:12.934504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-29T20:17:12.934911] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-29T20:17:12.935715] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-29T20:17:12.935767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:12.935798] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:12.935825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:12.935883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:12.992723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:12.993596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:12.993702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:12.993735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:13.114539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:13.114719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:13.114758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:13.114786] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:13.118192] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-29T20:17:13.118493] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-29T20:17:13.118644] [INFO ] [sig       ] BCE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:13.260300] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCE.txt
[2025-12-29T20:17:13.260454] [INFO ] [sig       ] [368/3546] Completed BCE in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-29T20:17:13.260495] [INFO ] [sig       ] [369/3546] Forecasting BCH...
[2025-12-29T20:17:13.260524] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-29T20:17:13.260553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-29T20:17:13.271945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-29T20:17:13.272274] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-29T20:17:13.273077] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-29T20:17:13.273129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:13.273160] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:13.273186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:13.273243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:13.330642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:13.331492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:13.331599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:13.331634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:13.449942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:13.450097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:13.450135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:13.450163] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:13.453524] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=25.32%)
[2025-12-29T20:17:13.453822] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-29T20:17:13.453944] [INFO ] [sig       ] BCH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:13.595567] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCH.txt
[2025-12-29T20:17:13.595747] [INFO ] [sig       ] [369/3546] Completed BCH in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-29T20:17:13.595788] [INFO ] [sig       ] [370/3546] Forecasting BCML...
[2025-12-29T20:17:13.595817] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-29T20:17:13.595847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-29T20:17:13.607201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-29T20:17:13.607583] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-29T20:17:13.608685] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-29T20:17:13.608751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:13.608814] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:13.608861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:13.608926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:13.665385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:13.666246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:13.666330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:13.666362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:13.783943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:13.784118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:13.784157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:13.784216] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:13.787637] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-29T20:17:13.787945] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-29T20:17:13.788077] [INFO ] [sig       ] BCML: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:13.929474] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BCML.txt
[2025-12-29T20:17:13.929654] [INFO ] [sig       ] [370/3546] Completed BCML in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-29T20:17:13.929698] [INFO ] [sig       ] [371/3546] Forecasting BCO...
[2025-12-29T20:17:13.929727] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-29T20:17:13.929757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-29T20:17:13.941260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-29T20:17:13.941658] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-29T20:17:13.942450] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-29T20:17:13.942503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:13.942535] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:13.942561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:13.942646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:13.999824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:14.000698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:14.000781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:14.000813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:14.125367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:14.125550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:14.125609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:14.125639] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:14.129177] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-29T20:17:14.129494] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-29T20:17:14.129650] [INFO ] [sig       ] BCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:14.274378] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCO.txt
[2025-12-29T20:17:14.274534] [INFO ] [sig       ] [371/3546] Completed BCO in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:14.274592] [INFO ] [sig       ] [372/3546] Forecasting BCPC...
[2025-12-29T20:17:14.274623] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-29T20:17:14.274660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-29T20:17:14.286971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-29T20:17:14.287342] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-29T20:17:14.288235] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-29T20:17:14.288291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:14.288322] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:14.288348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:14.288406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:14.345278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:14.346178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:14.346261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:14.346293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:14.465887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:14.466048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:14.466089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:14.466119] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:14.469603] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-29T20:17:14.469901] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-29T20:17:14.470037] [INFO ] [sig       ] BCPC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:14.613777] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCPC.txt
[2025-12-29T20:17:14.613946] [INFO ] [sig       ] [372/3546] Completed BCPC in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:14.613987] [INFO ] [sig       ] [373/3546] Forecasting BCRX...
[2025-12-29T20:17:14.614018] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-29T20:17:14.614048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-29T20:17:14.625833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-29T20:17:14.626176] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-29T20:17:14.627035] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-29T20:17:14.627090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:14.627121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:14.627148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:14.627206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:14.687696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:14.688558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:14.688665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:14.688698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:14.810360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:14.810515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:14.810552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:14.810599] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:14.813974] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=64.60%)
[2025-12-29T20:17:14.814248] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-29T20:17:14.814373] [INFO ] [sig       ] BCRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:14.958393] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BCRX.txt
[2025-12-29T20:17:14.958567] [INFO ] [sig       ] [373/3546] Completed BCRX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:14.958628] [INFO ] [sig       ] [374/3546] Forecasting BCS...
[2025-12-29T20:17:14.958657] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-29T20:17:14.958693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-29T20:17:14.970548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-29T20:17:14.971023] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-29T20:17:14.971928] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-29T20:17:14.971996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:14.972030] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:14.972058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:14.972116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:15.028909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:15.029734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:15.029815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:15.029847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:15.153721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:15.153880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:15.153918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:15.153946] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:15.157556] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=64.38%)
[2025-12-29T20:17:15.158077] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-29T20:17:15.158214] [INFO ] [sig       ] BCS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:15.304070] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BCS.txt
[2025-12-29T20:17:15.304225] [INFO ] [sig       ] [374/3546] Completed BCS in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:15.304268] [INFO ] [sig       ] [375/3546] Forecasting BCSF...
[2025-12-29T20:17:15.304297] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-29T20:17:15.304326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-29T20:17:15.315861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-29T20:17:15.316220] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-29T20:17:15.317031] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-29T20:17:15.317084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:15.317116] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:15.317142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:15.317199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:15.376487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:15.377374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:15.377456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:15.377490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:15.501559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:15.501747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:15.501787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:15.501814] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:15.505278] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=39.42%)
[2025-12-29T20:17:15.505596] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-29T20:17:15.505731] [INFO ] [sig       ] BCSF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:15.647117] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCSF.txt
[2025-12-29T20:17:15.647275] [INFO ] [sig       ] [375/3546] Completed BCSF in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:15.647315] [INFO ] [sig       ] [376/3546] Forecasting BCTX...
[2025-12-29T20:17:15.647346] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-29T20:17:15.647375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-29T20:17:15.659348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-29T20:17:15.659646] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-29T20:17:15.660426] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-29T20:17:15.660479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:15.660511] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:15.660537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:15.660622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:15.725868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:15.726821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:15.726948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:15.726984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:15.848043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:15.848202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:15.848241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:15.848270] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:15.851835] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-29T20:17:15.852155] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-29T20:17:15.852289] [INFO ] [sig       ] BCTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:15.994391] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BCTX.txt
[2025-12-29T20:17:15.994553] [INFO ] [sig       ] [376/3546] Completed BCTX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:15.994611] [INFO ] [sig       ] [377/3546] Forecasting BCX...
[2025-12-29T20:17:15.994644] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-29T20:17:15.994673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-29T20:17:16.006113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-29T20:17:16.006412] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-29T20:17:16.007208] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-29T20:17:16.007260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:16.007291] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:16.007318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:16.007375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:16.064901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:16.065795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:16.065923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:16.065983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:16.187845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:16.187999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:16.188039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:16.188068] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:16.191542] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-29T20:17:16.191846] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-29T20:17:16.191974] [INFO ] [sig       ] BCX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:16.334364] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BCX.txt
[2025-12-29T20:17:16.334520] [INFO ] [sig       ] [377/3546] Completed BCX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:16.334561] [INFO ] [sig       ] [378/3546] Forecasting BCYC...
[2025-12-29T20:17:16.334610] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-29T20:17:16.334641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-29T20:17:16.345915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-29T20:17:16.346271] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-29T20:17:16.347077] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-29T20:17:16.347130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:16.347161] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:16.347188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:16.347246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:16.405465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:16.406359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:16.406450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:16.406484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:16.533294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:16.533485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:16.533528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:16.533557] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:16.537304] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=63.31%)
[2025-12-29T20:17:16.537692] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-29T20:17:16.537846] [INFO ] [sig       ] BCYC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:16.680723] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BCYC.txt
[2025-12-29T20:17:16.680881] [INFO ] [sig       ] [378/3546] Completed BCYC in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:16.680921] [INFO ] [sig       ] [379/3546] Forecasting BDC...
[2025-12-29T20:17:16.680960] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-29T20:17:16.680991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-29T20:17:16.693027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-29T20:17:16.693413] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-29T20:17:16.694234] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-29T20:17:16.694287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:16.694318] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:16.694344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:16.694401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:16.753213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:16.754103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:16.754187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:16.754219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:16.873604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:16.873766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:16.873809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:16.873837] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:16.877330] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=38.08%)
[2025-12-29T20:17:16.877677] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-29T20:17:16.877821] [INFO ] [sig       ] BDC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:17.023720] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BDC.txt
[2025-12-29T20:17:17.023890] [INFO ] [sig       ] [379/3546] Completed BDC in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:17.023931] [INFO ] [sig       ] [380/3546] Forecasting BDJ...
[2025-12-29T20:17:17.023959] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-29T20:17:17.023989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-29T20:17:17.035200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-29T20:17:17.035604] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-29T20:17:17.036439] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-29T20:17:17.036493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:17.036525] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:17.036551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:17.036632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:17.094961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:17.095828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:17.095913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:17.095944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:17.227681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:17.227845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:17.227886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:17.227915] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:17.231326] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-29T20:17:17.231688] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-29T20:17:17.231829] [INFO ] [sig       ] BDJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:17.392188] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BDJ.txt
[2025-12-29T20:17:17.392406] [INFO ] [sig       ] [380/3546] Completed BDJ in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:17.392447] [INFO ] [sig       ] [381/3546] Forecasting BDN...
[2025-12-29T20:17:17.392479] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-29T20:17:17.392509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-29T20:17:17.405166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-29T20:17:17.405587] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-29T20:17:17.406397] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-29T20:17:17.406450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:17.406482] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:17.406508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:17.406566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:17.469038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:17.469948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:17.470058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:17.470093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:17.600883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:17.601046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:17.601086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:17.601114] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:17.605194] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2025-12-29T20:17:17.605523] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-29T20:17:17.605683] [INFO ] [sig       ] BDN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:17.755175] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BDN.txt
[2025-12-29T20:17:17.755335] [INFO ] [sig       ] [381/3546] Completed BDN in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:17.755376] [INFO ] [sig       ] [382/3546] Forecasting BDRX...
[2025-12-29T20:17:17.755405] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-29T20:17:17.755436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-29T20:17:17.766829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-29T20:17:17.767214] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-29T20:17:17.768021] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-29T20:17:17.768073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:17.768104] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:17.768132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:17.768189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:17.827175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:17.828027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:17.828107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:17.828140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:17.948599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:17.948778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:17.948825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:17.948859] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:17.952296] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-29T20:17:17.952597] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-29T20:17:17.952727] [INFO ] [sig       ] BDRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:18.096796] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BDRX.txt
[2025-12-29T20:17:18.096955] [INFO ] [sig       ] [382/3546] Completed BDRX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:18.096993] [INFO ] [sig       ] [383/3546] Forecasting BDSX...
[2025-12-29T20:17:18.097024] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-29T20:17:18.097053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-29T20:17:18.112881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-29T20:17:18.113255] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-29T20:17:18.114175] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-29T20:17:18.114250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:18.114294] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:18.114330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:18.114406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:18.176469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:18.177480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:18.177569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:18.177623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:18.299959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:18.300115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:18.300153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:18.300182] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:18.303589] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=44.44%)
[2025-12-29T20:17:18.303911] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-29T20:17:18.304055] [INFO ] [sig       ] BDSX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:18.446605] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BDSX.txt
[2025-12-29T20:17:18.446772] [INFO ] [sig       ] [383/3546] Completed BDSX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:18.446818] [INFO ] [sig       ] [384/3546] Forecasting BDTX...
[2025-12-29T20:17:18.446851] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-29T20:17:18.446882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-29T20:17:18.459396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-29T20:17:18.459797] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-29T20:17:18.460624] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-29T20:17:18.460677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:18.460736] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:18.460766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:18.460827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:18.527390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:18.528283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:18.528366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:18.528399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:18.655223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:18.655384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:18.655424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:18.655452] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:18.658962] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-29T20:17:18.659252] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-29T20:17:18.659388] [INFO ] [sig       ] BDTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:18.803705] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BDTX.txt
[2025-12-29T20:17:18.803835] [INFO ] [sig       ] [384/3546] Completed BDTX in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:18.803875] [INFO ] [sig       ] [385/3546] Forecasting BDX...
[2025-12-29T20:17:18.803904] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-29T20:17:18.803933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-29T20:17:18.815760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-29T20:17:18.816309] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-29T20:17:18.817132] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-29T20:17:18.817184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:18.817215] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:18.817241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:18.817298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:18.876161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:18.877029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:18.877316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:18.877350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:19.012221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:19.012383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:19.012424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:19.012455] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:19.016386] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=62.03%)
[2025-12-29T20:17:19.016691] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-29T20:17:19.016826] [INFO ] [sig       ] BDX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:19.166106] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BDX.txt
[2025-12-29T20:17:19.166242] [INFO ] [sig       ] [385/3546] Completed BDX in 0.4s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-29T20:17:19.166282] [INFO ] [sig       ] [386/3546] Forecasting BE...
[2025-12-29T20:17:19.166311] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-29T20:17:19.166340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-29T20:17:19.178656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-29T20:17:19.179017] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-29T20:17:19.179845] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-29T20:17:19.179898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:19.179931] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:19.179957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:19.180171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:19.244552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:19.245721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:19.245808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:19.245841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:19.366886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:19.367228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:19.367267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:19.367294] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:19.370830] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-29T20:17:19.371296] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-29T20:17:19.371422] [INFO ] [sig       ] BE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:19.513958] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BE.txt
[2025-12-29T20:17:19.514093] [INFO ] [sig       ] [386/3546] Completed BE in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-29T20:17:19.514139] [INFO ] [sig       ] [387/3546] Forecasting BEAM...
[2025-12-29T20:17:19.514169] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-29T20:17:19.514199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-29T20:17:19.526375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-29T20:17:19.526820] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-29T20:17:19.527649] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-29T20:17:19.527703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:19.527735] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:19.527762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:19.527824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:19.586460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:19.587382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:19.587469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:19.587502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:19.711891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:19.712061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:19.712101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:19.712128] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:19.715661] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-29T20:17:19.715938] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-29T20:17:19.716065] [INFO ] [sig       ] BEAM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:19.856627] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BEAM.txt
[2025-12-29T20:17:19.856759] [INFO ] [sig       ] [387/3546] Completed BEAM in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:19.856799] [INFO ] [sig       ] [388/3546] Forecasting BEEM...
[2025-12-29T20:17:19.856829] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-29T20:17:19.856858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-29T20:17:19.868935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-29T20:17:19.869243] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-29T20:17:19.870266] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-29T20:17:19.870318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:19.870352] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:19.870379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:19.870438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:19.929739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:19.930645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:19.930726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:19.930757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:20.047554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:20.047749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:20.047792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:20.047820] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:20.051698] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-12-29T20:17:20.051981] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-29T20:17:20.052131] [INFO ] [sig       ] BEEM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:20.193193] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BEEM.txt
[2025-12-29T20:17:20.193318] [INFO ] [sig       ] [388/3546] Completed BEEM in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:20.193358] [INFO ] [sig       ] [389/3546] Forecasting BEEP...
[2025-12-29T20:17:20.193388] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-29T20:17:20.193417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-29T20:17:20.204411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-29T20:17:20.204770] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-29T20:17:20.205659] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-29T20:17:20.205714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:20.205747] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:20.205775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:20.205835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:20.263767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:20.264677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:20.264761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:20.264794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:20.377668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:20.377815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:20.377854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:20.377882] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:20.381206] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-12-29T20:17:20.381471] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-29T20:17:20.381612] [INFO ] [sig       ] BEEP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:20.521182] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BEEP.txt
[2025-12-29T20:17:20.521322] [INFO ] [sig       ] [389/3546] Completed BEEP in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:20.521363] [INFO ] [sig       ] [390/3546] Forecasting BEKE...
[2025-12-29T20:17:20.521392] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-29T20:17:20.521420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-29T20:17:20.535368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-29T20:17:20.535723] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-29T20:17:20.536529] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-29T20:17:20.536601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:20.536636] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:20.536663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:20.536726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:20.594714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:20.595381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:20.595465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:20.595499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:20.714513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:20.714670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:20.714725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:20.714754] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:20.718403] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-12-29T20:17:20.718699] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-29T20:17:20.718859] [INFO ] [sig       ] BEKE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:20.866361] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BEKE.txt
[2025-12-29T20:17:20.866519] [INFO ] [sig       ] [390/3546] Completed BEKE in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:20.866560] [INFO ] [sig       ] [391/3546] Forecasting BELFA...
[2025-12-29T20:17:20.866611] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-29T20:17:20.866642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-29T20:17:20.880481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-29T20:17:20.880844] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-29T20:17:20.881846] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-29T20:17:20.881899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:20.881931] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:20.881958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:20.882016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:20.939551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:20.940423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:20.940507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:20.940539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:21.043219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:21.043397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:21.043443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:21.043473] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:21.047012] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-12-29T20:17:21.047293] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-29T20:17:21.047430] [INFO ] [sig       ] BELFA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:21.190424] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BELFA.txt
[2025-12-29T20:17:21.190561] [INFO ] [sig       ] [391/3546] Completed BELFA in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:21.190619] [INFO ] [sig       ] [392/3546] Forecasting BELFB...
[2025-12-29T20:17:21.190649] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-29T20:17:21.190679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-29T20:17:21.203079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-29T20:17:21.203401] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-29T20:17:21.204210] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-29T20:17:21.204264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:21.204295] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:21.204322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:21.204380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:21.265957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:21.267072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:21.267161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:21.267196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:21.395378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:21.395536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:21.395598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:21.395634] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:21.399112] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-12-29T20:17:21.399415] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-29T20:17:21.399547] [INFO ] [sig       ] BELFB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:21.596339] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BELFB.txt
[2025-12-29T20:17:21.596482] [INFO ] [sig       ] [392/3546] Completed BELFB in 0.4s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:21.596521] [INFO ] [sig       ] [393/3546] Forecasting BEN...
[2025-12-29T20:17:21.596550] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-29T20:17:21.596599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-29T20:17:21.608657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-29T20:17:21.608968] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-29T20:17:21.609766] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-29T20:17:21.609818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:21.609850] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:21.609880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:21.609939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:21.669209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:21.669943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:21.670215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:21.670249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:21.795358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:21.795508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:21.795547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:21.795595] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:21.799569] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=41.81%)
[2025-12-29T20:17:21.799874] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-29T20:17:21.800004] [INFO ] [sig       ] BEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:21.953236] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BEN.txt
[2025-12-29T20:17:21.953412] [INFO ] [sig       ] [393/3546] Completed BEN in 0.4s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:21.953462] [INFO ] [sig       ] [394/3546] Forecasting BEP...
[2025-12-29T20:17:21.953493] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-29T20:17:21.953524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-29T20:17:21.965501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-29T20:17:21.965810] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-29T20:17:21.966620] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-29T20:17:21.966673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:21.966715] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:21.966743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:21.966801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:22.025993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:22.026775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:22.026886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:22.026921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:22.149455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:22.149637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:22.149681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:22.149712] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:22.153137] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2025-12-29T20:17:22.153418] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-29T20:17:22.153544] [INFO ] [sig       ] BEP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:22.299674] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BEP.txt
[2025-12-29T20:17:22.299812] [INFO ] [sig       ] [394/3546] Completed BEP in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:22.299851] [INFO ] [sig       ] [395/3546] Forecasting BEPH...
[2025-12-29T20:17:22.299881] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-29T20:17:22.299912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-29T20:17:22.310833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-29T20:17:22.311109] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-29T20:17:22.311939] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-29T20:17:22.311993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:22.312025] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:22.312052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:22.312111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:22.371380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:22.372163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:22.372244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:22.372276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:22.492139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:22.492289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:22.492328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:22.492356] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:22.496050] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=53.67%)
[2025-12-29T20:17:22.496316] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-29T20:17:22.496440] [INFO ] [sig       ] BEPH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:22.636813] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BEPH.txt
[2025-12-29T20:17:22.636954] [INFO ] [sig       ] [395/3546] Completed BEPH in 0.3s | 2.85 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:22.636994] [INFO ] [sig       ] [396/3546] Forecasting BEPI...
[2025-12-29T20:17:22.637025] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-29T20:17:22.637054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-29T20:17:22.652757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-29T20:17:22.653143] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-29T20:17:22.654025] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-29T20:17:22.654080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:22.654111] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:22.654137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:22.654195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:22.710677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:22.711368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:22.711448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:22.711480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:22.809085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:22.809231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:22.809269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:22.809297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:22.812603] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-29T20:17:22.812877] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-29T20:17:22.813000] [INFO ] [sig       ] BEPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:22.953395] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BEPI.txt
[2025-12-29T20:17:22.953539] [INFO ] [sig       ] [396/3546] Completed BEPI in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:22.953599] [INFO ] [sig       ] [397/3546] Forecasting BFAM...
[2025-12-29T20:17:22.953631] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-29T20:17:22.953662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-29T20:17:22.965372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-29T20:17:22.965674] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-29T20:17:22.966442] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-29T20:17:22.966494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:22.966526] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:22.966552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:22.966628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:23.023679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:23.024310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:23.024389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:23.024422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:23.144035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:23.144212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:23.144252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:23.144282] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:23.147676] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-29T20:17:23.147962] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-29T20:17:23.148093] [INFO ] [sig       ] BFAM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:23.290334] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BFAM.txt
[2025-12-29T20:17:23.290519] [INFO ] [sig       ] [397/3546] Completed BFAM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:23.290561] [INFO ] [sig       ] [398/3546] Forecasting BFC...
[2025-12-29T20:17:23.290618] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-29T20:17:23.290651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-29T20:17:23.301784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-29T20:17:23.302057] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-29T20:17:23.302844] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-29T20:17:23.302896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:23.302927] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:23.302954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:23.303012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:23.359191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:23.359899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:23.359982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:23.360014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:23.481087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:23.481255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:23.481301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:23.481330] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:23.484780] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-29T20:17:23.485059] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-29T20:17:23.485184] [INFO ] [sig       ] BFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:23.624286] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BFC.txt
[2025-12-29T20:17:23.624449] [INFO ] [sig       ] [398/3546] Completed BFC in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:23.624495] [INFO ] [sig       ] [399/3546] Forecasting BFH...
[2025-12-29T20:17:23.624524] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-29T20:17:23.624553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-29T20:17:23.636071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-29T20:17:23.636357] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-29T20:17:23.637190] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-29T20:17:23.637243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:23.637274] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:23.637301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:23.637358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:23.694322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:23.695114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:23.695195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:23.695227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:23.816060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:23.816220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:23.816259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:23.816288] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:23.819716] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2025-12-29T20:17:23.820009] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-29T20:17:23.820140] [INFO ] [sig       ] BFH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:23.961188] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BFH.txt
[2025-12-29T20:17:23.961345] [INFO ] [sig       ] [399/3546] Completed BFH in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:23.961387] [INFO ] [sig       ] [400/3546] Forecasting BFIN...
[2025-12-29T20:17:23.961417] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-29T20:17:23.961447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-29T20:17:23.972727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-29T20:17:23.973069] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-29T20:17:23.973877] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-29T20:17:23.973933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:23.973965] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:23.973992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:23.974049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:24.031489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:24.032375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:24.032456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:24.032489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:24.144935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:24.145088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:24.145127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:24.145156] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:24.148601] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-29T20:17:24.148946] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-29T20:17:24.149081] [INFO ] [sig       ] BFIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:24.298116] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BFIN.txt
[2025-12-29T20:17:24.298330] [INFO ] [sig       ] [400/3546] Completed BFIN in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:24.298377] [INFO ] [sig       ] [401/3546] Forecasting BFK...
[2025-12-29T20:17:24.298405] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-29T20:17:24.298442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-29T20:17:24.310663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-29T20:17:24.311093] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-29T20:17:24.311982] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-29T20:17:24.312036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:24.312099] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:24.312129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:24.312199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:24.370282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:24.371190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:24.371296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:24.371331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:24.497235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:24.497417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:24.497467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:24.497526] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:24.502117] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-29T20:17:24.502510] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-29T20:17:24.502702] [INFO ] [sig       ] BFK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:24.651268] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BFK.txt
[2025-12-29T20:17:24.651428] [INFO ] [sig       ] [401/3546] Completed BFK in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-29T20:17:24.651469] [INFO ] [sig       ] [402/3546] Forecasting BFLY...
[2025-12-29T20:17:24.651498] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-29T20:17:24.651528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-29T20:17:24.663182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-29T20:17:24.663456] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-29T20:17:24.664251] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-29T20:17:24.664304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:24.664335] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:24.664362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:24.664420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:24.720501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:24.721337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:24.721419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:24.721451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:24.846719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:24.846891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:24.846941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:24.846974] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:24.851138] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-29T20:17:24.851472] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-29T20:17:24.851645] [INFO ] [sig       ] BFLY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:25.008442] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BFLY.txt
[2025-12-29T20:17:25.008622] [INFO ] [sig       ] [402/3546] Completed BFLY in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-29T20:17:25.008663] [INFO ] [sig       ] [403/3546] Forecasting BFS...
[2025-12-29T20:17:25.008694] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-29T20:17:25.008723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-29T20:17:25.020289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-29T20:17:25.020617] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-29T20:17:25.021396] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-29T20:17:25.021448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:25.021479] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:25.021505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:25.021562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:25.082591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:25.083673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:25.083762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:25.083813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:25.202715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:25.202869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:25.202908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:25.202936] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:25.206323] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=45.01%)
[2025-12-29T20:17:25.206626] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-29T20:17:25.206753] [INFO ] [sig       ] BFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:25.347606] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BFS.txt
[2025-12-29T20:17:25.347752] [INFO ] [sig       ] [403/3546] Completed BFS in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:25.347793] [INFO ] [sig       ] [404/3546] Forecasting BFZ...
[2025-12-29T20:17:25.347821] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-29T20:17:25.347852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-29T20:17:25.359816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-29T20:17:25.360119] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-29T20:17:25.360960] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-29T20:17:25.361013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:25.361045] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:25.361072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:25.361131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:25.419466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:25.420228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:25.420312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:25.420346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:25.541060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:25.541221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:25.541261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:25.541346] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:25.545204] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=46.37%)
[2025-12-29T20:17:25.545628] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-29T20:17:25.545818] [INFO ] [sig       ] BFZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:25.691341] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BFZ.txt
[2025-12-29T20:17:25.691481] [INFO ] [sig       ] [404/3546] Completed BFZ in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:25.691521] [INFO ] [sig       ] [405/3546] Forecasting BG...
[2025-12-29T20:17:25.691550] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-29T20:17:25.691598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-29T20:17:25.702909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-29T20:17:25.703235] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-29T20:17:25.704104] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-29T20:17:25.704157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:25.704187] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:25.704212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:25.704279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:25.760650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:25.761335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:25.761416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:25.761448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:25.882537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:25.882810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:25.882855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:25.882885] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:25.886350] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=50.73%)
[2025-12-29T20:17:25.886651] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-29T20:17:25.886797] [INFO ] [sig       ] BG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:26.024175] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BG.txt
[2025-12-29T20:17:26.024335] [INFO ] [sig       ] [405/3546] Completed BG in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:26.024376] [INFO ] [sig       ] [406/3546] Forecasting BGB...
[2025-12-29T20:17:26.024406] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-29T20:17:26.024437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-29T20:17:26.036368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-29T20:17:26.036702] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-29T20:17:26.037474] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-29T20:17:26.037527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:26.037558] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:26.037605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:26.037666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:26.093501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:26.094138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:26.094215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:26.094247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:26.213093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:26.213254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:26.213292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:26.213322] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:26.216698] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-12-29T20:17:26.216987] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-29T20:17:26.217113] [INFO ] [sig       ] BGB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:26.356409] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BGB.txt
[2025-12-29T20:17:26.356538] [INFO ] [sig       ] [406/3546] Completed BGB in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:26.356593] [INFO ] [sig       ] [407/3546] Forecasting BGC...
[2025-12-29T20:17:26.356626] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-29T20:17:26.356657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-29T20:17:26.367741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-29T20:17:26.368030] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-29T20:17:26.368835] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-29T20:17:26.368908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:26.368941] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:26.368968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:26.369029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:26.425747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:26.426545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:26.426641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:26.426674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:26.547956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:26.548117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:26.548157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:26.548185] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:26.551701] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-29T20:17:26.551979] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-29T20:17:26.552105] [INFO ] [sig       ] BGC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:26.702191] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BGC.txt
[2025-12-29T20:17:26.702352] [INFO ] [sig       ] [407/3546] Completed BGC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:26.702409] [INFO ] [sig       ] [408/3546] Forecasting BGH...
[2025-12-29T20:17:26.702445] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-29T20:17:26.702476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-29T20:17:26.714840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-29T20:17:26.715202] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-29T20:17:26.716076] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-29T20:17:26.716133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:26.716169] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:26.716198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:26.716258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:26.784661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:26.785565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:26.785678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:26.785712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:26.901851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:26.902016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:26.902058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:26.902087] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:26.905451] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-12-29T20:17:26.905756] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-29T20:17:26.905882] [INFO ] [sig       ] BGH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:27.046837] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BGH.txt
[2025-12-29T20:17:27.047008] [INFO ] [sig       ] [408/3546] Completed BGH in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:27.047049] [INFO ] [sig       ] [409/3546] Forecasting BGLC...
[2025-12-29T20:17:27.047078] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-29T20:17:27.047107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-29T20:17:27.058549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-29T20:17:27.058916] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-29T20:17:27.059739] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-29T20:17:27.059792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:27.059823] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:27.059849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:27.059906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:27.115695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:27.116602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:27.116689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:27.116721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:27.235045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:27.235213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:27.235253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:27.235282] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:27.239091] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2025-12-29T20:17:27.239486] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-29T20:17:27.239658] [INFO ] [sig       ] BGLC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:27.389790] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BGLC.txt
[2025-12-29T20:17:27.389947] [INFO ] [sig       ] [409/3546] Completed BGLC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:27.389987] [INFO ] [sig       ] [410/3546] Forecasting BGRN...
[2025-12-29T20:17:27.390016] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-29T20:17:27.390045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-29T20:17:27.401457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-29T20:17:27.401870] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-29T20:17:27.402702] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-29T20:17:27.402755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:27.402787] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:27.402814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:27.402873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:27.460543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:27.461428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:27.461514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:27.461548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:27.587466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:27.587698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:27.587759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:27.587790] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:27.591479] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-12-29T20:17:27.591828] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-29T20:17:27.591972] [INFO ] [sig       ] BGRN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:27.738747] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BGRN.txt
[2025-12-29T20:17:27.738932] [INFO ] [sig       ] [410/3546] Completed BGRN in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:27.738971] [INFO ] [sig       ] [411/3546] Forecasting BGS...
[2025-12-29T20:17:27.739001] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-29T20:17:27.739030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-29T20:17:27.750902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-29T20:17:27.751299] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-29T20:17:27.752146] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-29T20:17:27.752202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:27.752235] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:27.752264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:27.752323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:27.810888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:27.811774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:27.811892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:27.811927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:27.936113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:27.936274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:27.936317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:27.936348] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:27.939862] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-12-29T20:17:27.940174] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-29T20:17:27.940312] [INFO ] [sig       ] BGS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:28.085465] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BGS.txt
[2025-12-29T20:17:28.085651] [INFO ] [sig       ] [411/3546] Completed BGS in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:28.085692] [INFO ] [sig       ] [412/3546] Forecasting BGSF...
[2025-12-29T20:17:28.085722] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-29T20:17:28.085753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-29T20:17:28.100677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-29T20:17:28.101161] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-29T20:17:28.102367] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-29T20:17:28.102431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:28.102470] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:28.102503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:28.102603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:28.163177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:28.164093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:28.164176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:28.164208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:28.281447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:28.281626] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:17:28.281669] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:28.281696] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:28.285460] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-29T20:17:28.285774] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-29T20:17:28.285901] [INFO ] [sig       ] BGSF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:28.430636] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BGSF.txt
[2025-12-29T20:17:28.430800] [INFO ] [sig       ] [412/3546] Completed BGSF in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:28.430839] [INFO ] [sig       ] [413/3546] Forecasting BGX...
[2025-12-29T20:17:28.430870] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-29T20:17:28.430900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-29T20:17:28.443537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-29T20:17:28.443956] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-29T20:17:28.444843] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-29T20:17:28.444899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:28.444933] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:28.444961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:28.445021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:28.501515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:28.502609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:28.502694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:28.502727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:28.624348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:28.624508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:28.624548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:28.624597] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:28.628667] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=67.43%)
[2025-12-29T20:17:28.628964] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-29T20:17:28.629097] [INFO ] [sig       ] BGX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:28.779307] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BGX.txt
[2025-12-29T20:17:28.779485] [INFO ] [sig       ] [413/3546] Completed BGX in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:28.779527] [INFO ] [sig       ] [414/3546] Forecasting BGY...
[2025-12-29T20:17:28.779558] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-29T20:17:28.779606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-29T20:17:28.791227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-29T20:17:28.791626] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-29T20:17:28.792446] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-29T20:17:28.792498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:28.792530] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:28.792556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:28.792632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:28.849465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:28.850310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:28.850393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:28.850426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:28.971487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:28.971664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:28.971719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:28.971749] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:28.975197] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2025-12-29T20:17:28.975546] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-29T20:17:28.975705] [INFO ] [sig       ] BGY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:29.116200] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BGY.txt
[2025-12-29T20:17:29.116348] [INFO ] [sig       ] [414/3546] Completed BGY in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:29.116389] [INFO ] [sig       ] [415/3546] Forecasting BHC...
[2025-12-29T20:17:29.116418] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-29T20:17:29.116447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-29T20:17:29.127235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-29T20:17:29.127488] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-29T20:17:29.128266] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-29T20:17:29.128318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:29.128350] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:29.128377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:29.128434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:29.185305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:29.185926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:29.186001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:29.186033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:29.303115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:29.303251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:29.303289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:29.303317] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:29.306600] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2025-12-29T20:17:29.306871] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-29T20:17:29.306995] [INFO ] [sig       ] BHC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:29.446140] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BHC.txt
[2025-12-29T20:17:29.446257] [INFO ] [sig       ] [415/3546] Completed BHC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-29T20:17:29.446295] [INFO ] [sig       ] [416/3546] Forecasting BHE...
[2025-12-29T20:17:29.446324] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-29T20:17:29.446354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-29T20:17:29.457213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-29T20:17:29.457471] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-29T20:17:29.458245] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-29T20:17:29.458298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:29.458330] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:29.458356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:29.458414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:29.514956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:29.515632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:29.515709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:29.515742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:29.634960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:29.635122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:29.635162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:29.635192] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:29.638624] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-29T20:17:29.638921] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-29T20:17:29.639052] [INFO ] [sig       ] BHE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:29.779009] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BHE.txt
[2025-12-29T20:17:29.779174] [INFO ] [sig       ] [416/3546] Completed BHE in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-29T20:17:29.779220] [INFO ] [sig       ] [417/3546] Forecasting BHF...
[2025-12-29T20:17:29.779251] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-29T20:17:29.779282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-29T20:17:29.790831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-29T20:17:29.791126] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-29T20:17:29.791910] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-29T20:17:29.791962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:29.791993] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:29.792020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:29.792077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:29.848561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:29.849167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:29.849243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:29.849275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:29.968916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:29.969077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:29.969116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:29.969144] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:29.972448] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-29T20:17:29.972732] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-29T20:17:29.972854] [INFO ] [sig       ] BHF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:30.114098] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BHF.txt
[2025-12-29T20:17:30.114420] [INFO ] [sig       ] [417/3546] Completed BHF in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-29T20:17:30.114459] [INFO ] [sig       ] [418/3546] Forecasting BHFAL...
[2025-12-29T20:17:30.114490] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-29T20:17:30.114520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-29T20:17:30.127158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-29T20:17:30.127522] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-29T20:17:30.128327] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-29T20:17:30.128379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:30.128459] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:30.128490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:30.128549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:30.186403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:30.187245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:30.187326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:30.187359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:30.309334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:30.309457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:30.309493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:30.309520] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:30.312734] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=75.58%)
[2025-12-29T20:17:30.312999] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-29T20:17:30.313128] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:30.455894] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BHFAL.txt
[2025-12-29T20:17:30.456018] [INFO ] [sig       ] [418/3546] Completed BHFAL in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-29T20:17:30.456057] [INFO ] [sig       ] [419/3546] Forecasting BHFAM...
[2025-12-29T20:17:30.456085] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-29T20:17:30.456117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-29T20:17:30.468814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-29T20:17:30.469183] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-29T20:17:30.470085] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-29T20:17:30.470142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:30.470176] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:30.470203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:30.470262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:30.530219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:30.531016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:30.531101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:30.531135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:30.664482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:30.664677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:30.664721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:30.664752] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:30.668284] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-29T20:17:30.668593] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-29T20:17:30.668734] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:30.811414] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BHFAM.txt
[2025-12-29T20:17:30.811556] [INFO ] [sig       ] [419/3546] Completed BHFAM in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-29T20:17:30.811612] [INFO ] [sig       ] [420/3546] Forecasting BHFAN...
[2025-12-29T20:17:30.811644] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-29T20:17:30.811674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-29T20:17:30.823501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-29T20:17:30.823874] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-29T20:17:30.824688] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-29T20:17:30.824741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:30.824773] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:30.824799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:30.824857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:30.881225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:30.882026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:30.882111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:30.882146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:31.001432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:31.001605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:31.001646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:31.001674] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:31.005087] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-29T20:17:31.005382] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-29T20:17:31.005512] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:31.144409] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BHFAN.txt
[2025-12-29T20:17:31.144560] [INFO ] [sig       ] [420/3546] Completed BHFAN in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-29T20:17:31.144621] [INFO ] [sig       ] [421/3546] Forecasting BHFAO...
[2025-12-29T20:17:31.144651] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-29T20:17:31.144681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-29T20:17:31.157317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-29T20:17:31.157654] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-29T20:17:31.158441] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-29T20:17:31.158493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:31.158524] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:31.158551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:31.158628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:31.216017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:31.216904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:31.216991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:31.217023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:31.335484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:31.335635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:31.335675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:31.335735] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:31.339015] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=83.17%)
[2025-12-29T20:17:31.339288] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-29T20:17:31.339418] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:31.480632] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BHFAO.txt
[2025-12-29T20:17:31.480787] [INFO ] [sig       ] [421/3546] Completed BHFAO in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:31.480832] [INFO ] [sig       ] [422/3546] Forecasting BHFAP...
[2025-12-29T20:17:31.480863] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-29T20:17:31.480894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-29T20:17:31.492026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-29T20:17:31.492300] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-29T20:17:31.493095] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-29T20:17:31.493148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:31.493179] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:31.493205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:31.493263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:31.550236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:31.550850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:31.550927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:31.550959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:31.668638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:31.668808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:31.668849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:31.668877] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:31.672240] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=69.67%)
[2025-12-29T20:17:31.672508] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-29T20:17:31.672651] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:31.813864] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BHFAP.txt
[2025-12-29T20:17:31.814017] [INFO ] [sig       ] [422/3546] Completed BHFAP in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:31.814057] [INFO ] [sig       ] [423/3546] Forecasting BHK...
[2025-12-29T20:17:31.814088] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-29T20:17:31.814117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-29T20:17:31.830814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-29T20:17:31.831176] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-29T20:17:31.832026] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-29T20:17:31.832081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:31.832114] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:31.832142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:31.832203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:31.889650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:31.890335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:31.890420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:31.890452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:32.007727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:32.007877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:32.007915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:32.007945] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:32.011267] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-29T20:17:32.011536] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-29T20:17:32.011698] [INFO ] [sig       ] BHK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:32.150831] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BHK.txt
[2025-12-29T20:17:32.150990] [INFO ] [sig       ] [423/3546] Completed BHK in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:32.151032] [INFO ] [sig       ] [424/3546] Forecasting BHP...
[2025-12-29T20:17:32.151061] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-29T20:17:32.151092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-29T20:17:32.163299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-29T20:17:32.163631] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-29T20:17:32.164437] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-29T20:17:32.164491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:32.164522] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:32.164549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:32.164624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:32.226780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:32.227569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:32.227671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:32.227705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:32.355864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:32.356015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:32.356055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:32.356084] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:32.359595] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-29T20:17:32.359900] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-29T20:17:32.360038] [INFO ] [sig       ] BHP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:32.506455] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BHP.txt
[2025-12-29T20:17:32.506615] [INFO ] [sig       ] [424/3546] Completed BHP in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:32.506658] [INFO ] [sig       ] [425/3546] Forecasting BHRB...
[2025-12-29T20:17:32.506689] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-29T20:17:32.506717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-29T20:17:32.518211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-29T20:17:32.518525] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-29T20:17:32.519372] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-29T20:17:32.519427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:32.519459] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:32.519484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:32.519542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:32.576593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:32.577308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:32.577391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:32.577425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:32.694944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:32.695096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:32.695139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:32.695184] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:32.698501] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-29T20:17:32.698846] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-29T20:17:32.698993] [INFO ] [sig       ] BHRB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:32.838843] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BHRB.txt
[2025-12-29T20:17:32.839011] [INFO ] [sig       ] [425/3546] Completed BHRB in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:32.839052] [INFO ] [sig       ] [426/3546] Forecasting BHVN...
[2025-12-29T20:17:32.839083] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-29T20:17:32.839115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-29T20:17:32.850899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-29T20:17:32.851258] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-29T20:17:32.852110] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-29T20:17:32.852165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:32.852197] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:32.852224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:32.852283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:32.912390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:32.913261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:32.913344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:32.913380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:33.035924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:33.036046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:33.036085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:33.036118] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:33.039881] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-12-29T20:17:33.040178] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-29T20:17:33.040311] [INFO ] [sig       ] BHVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:33.184741] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BHVN.txt
[2025-12-29T20:17:33.184874] [INFO ] [sig       ] [426/3546] Completed BHVN in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:33.184913] [INFO ] [sig       ] [427/3546] Forecasting BIAF...
[2025-12-29T20:17:33.184942] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-29T20:17:33.184973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-29T20:17:33.196668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-29T20:17:33.196978] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-29T20:17:33.197776] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-29T20:17:33.197827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:33.197859] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:33.197885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:33.197942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:33.254611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:33.255245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:33.255346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:33.255381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:33.364136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:33.364273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:33.364311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:33.364339] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:33.367613] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-12-29T20:17:33.367887] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-29T20:17:33.368010] [INFO ] [sig       ] BIAF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:33.508820] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BIAF.txt
[2025-12-29T20:17:33.508942] [INFO ] [sig       ] [427/3546] Completed BIAF in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:33.508980] [INFO ] [sig       ] [428/3546] Forecasting BIB...
[2025-12-29T20:17:33.509008] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-29T20:17:33.509038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-29T20:17:33.521477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-29T20:17:33.521839] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-29T20:17:33.522642] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-29T20:17:33.522694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:33.522726] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:33.522754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:33.522812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:33.580290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:33.581094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:33.581210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:33.581246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:33.691633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:33.691789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:33.691830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:33.691860] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:33.695330] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-29T20:17:33.695626] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-29T20:17:33.695753] [INFO ] [sig       ] BIB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:33.842356] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BIB.txt
[2025-12-29T20:17:33.842505] [INFO ] [sig       ] [428/3546] Completed BIB in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:33.842547] [INFO ] [sig       ] [429/3546] Forecasting BIIB...
[2025-12-29T20:17:33.842597] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-29T20:17:33.842640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-29T20:17:33.854875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-29T20:17:33.855198] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-29T20:17:33.856063] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-29T20:17:33.856119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:33.856152] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:33.856190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:33.856251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:33.916080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:33.916984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:33.917072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:33.917105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:34.050341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:34.050537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:34.050609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:34.050648] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:34.054399] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=45.31%)
[2025-12-29T20:17:34.054734] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-29T20:17:34.054868] [INFO ] [sig       ] BIIB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:34.201076] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BIIB.txt
[2025-12-29T20:17:34.201229] [INFO ] [sig       ] [429/3546] Completed BIIB in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-29T20:17:34.201268] [INFO ] [sig       ] [430/3546] Forecasting BILI...
[2025-12-29T20:17:34.201299] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-29T20:17:34.201328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-29T20:17:34.213680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-29T20:17:34.214000] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-29T20:17:34.214862] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-29T20:17:34.214914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:34.214946] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:34.214971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:34.215027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:34.274446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:34.275385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:34.275468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:34.275501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:34.394321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:34.394475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:34.394514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:34.394542] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:34.397857] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-12-29T20:17:34.398124] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-29T20:17:34.398248] [INFO ] [sig       ] BILI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:34.536997] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BILI.txt
[2025-12-29T20:17:34.537134] [INFO ] [sig       ] [430/3546] Completed BILI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-29T20:17:34.537173] [INFO ] [sig       ] [431/3546] Forecasting BILL...
[2025-12-29T20:17:34.537202] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-29T20:17:34.537231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-29T20:17:34.548978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-29T20:17:34.549268] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-29T20:17:34.550063] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-29T20:17:34.550114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:34.550146] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:34.550173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:34.550230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:34.605976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:34.606637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:34.606716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:34.606748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:34.727744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:34.727900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:34.727939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:34.727969] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:34.731364] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=77.55%)
[2025-12-29T20:17:34.731648] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-29T20:17:34.731770] [INFO ] [sig       ] BILL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:34.875583] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BILL.txt
[2025-12-29T20:17:34.875757] [INFO ] [sig       ] [431/3546] Completed BILL in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-29T20:17:34.875798] [INFO ] [sig       ] [432/3546] Forecasting BIO...
[2025-12-29T20:17:34.875828] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-29T20:17:34.875857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-29T20:17:34.888622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-29T20:17:34.888919] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-29T20:17:34.889903] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-29T20:17:34.889954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:34.889985] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:34.890012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:34.890069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:34.948219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:34.948907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:34.948985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:34.949017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:35.070907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:35.071067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:35.071106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:35.071135] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:35.074460] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-29T20:17:35.074745] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-29T20:17:35.074872] [INFO ] [sig       ] BIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:35.217235] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BIO.txt
[2025-12-29T20:17:35.217359] [INFO ] [sig       ] [432/3546] Completed BIO in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-29T20:17:35.217397] [INFO ] [sig       ] [433/3546] Forecasting BIOX...
[2025-12-29T20:17:35.217427] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-29T20:17:35.217472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-29T20:17:35.229717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-29T20:17:35.230001] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-29T20:17:35.230790] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-29T20:17:35.230841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:35.230872] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:35.230899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:35.230957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:35.288204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:35.288930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:35.289018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:35.289050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:35.407119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:35.407256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:35.407292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:35.407320] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:35.410762] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-12-29T20:17:35.411033] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-29T20:17:35.411156] [INFO ] [sig       ] BIOX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:35.550171] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BIOX.txt
[2025-12-29T20:17:35.550318] [INFO ] [sig       ] [433/3546] Completed BIOX in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-29T20:17:35.550356] [INFO ] [sig       ] [434/3546] Forecasting BIP...
[2025-12-29T20:17:35.550386] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-29T20:17:35.550415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-29T20:17:35.562755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-29T20:17:35.563103] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-29T20:17:35.563954] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-29T20:17:35.564008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:35.564040] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:35.564066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:35.564124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:35.622052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:35.622992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:35.623079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:35.623112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:35.746237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:35.746613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:35.746656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:35.746688] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:35.750650] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=55.87%)
[2025-12-29T20:17:35.750932] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-29T20:17:35.751066] [INFO ] [sig       ] BIP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:35.898097] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BIP.txt
[2025-12-29T20:17:35.898270] [INFO ] [sig       ] [434/3546] Completed BIP in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-29T20:17:35.898312] [INFO ] [sig       ] [435/3546] Forecasting BIPH...
[2025-12-29T20:17:35.898343] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-29T20:17:35.898375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-29T20:17:35.911210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-29T20:17:35.911556] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-29T20:17:35.912377] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-29T20:17:35.912430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:35.912488] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:35.912517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:35.912604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:35.972671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:35.973749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:35.973838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:35.973871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:36.088203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:36.088567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:36.088630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:36.088659] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:36.092187] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=51.66%)
[2025-12-29T20:17:36.092514] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-29T20:17:36.092675] [INFO ] [sig       ] BIPH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:36.240726] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BIPH.txt
[2025-12-29T20:17:36.240885] [INFO ] [sig       ] [435/3546] Completed BIPH in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-29T20:17:36.240925] [INFO ] [sig       ] [436/3546] Forecasting BIPI...
[2025-12-29T20:17:36.240955] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-29T20:17:36.240984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-29T20:17:36.255365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-29T20:17:36.255836] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-29T20:17:36.256721] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-29T20:17:36.256780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:36.256813] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:36.256839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:36.256898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:36.315225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:36.316098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:36.316185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:36.316218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:36.425490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:36.425661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:36.425703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:36.425731] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:36.429235] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2025-12-29T20:17:36.429542] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-29T20:17:36.429694] [INFO ] [sig       ] BIPI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:36.575200] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BIPI.txt
[2025-12-29T20:17:36.575355] [INFO ] [sig       ] [436/3546] Completed BIPI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-29T20:17:36.575394] [INFO ] [sig       ] [437/3546] Forecasting BIRD...
[2025-12-29T20:17:36.575423] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-29T20:17:36.575452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-29T20:17:36.586965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-29T20:17:36.587298] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-29T20:17:36.588203] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-29T20:17:36.588269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:36.588309] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:36.588343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:36.588402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:36.649976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:36.650877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:36.650962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:36.650994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:36.772535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:36.772709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:36.772749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:36.772778] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:36.776237] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-29T20:17:36.776552] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-29T20:17:36.776710] [INFO ] [sig       ] BIRD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:36.918195] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BIRD.txt
[2025-12-29T20:17:36.918356] [INFO ] [sig       ] [437/3546] Completed BIRD in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-29T20:17:36.918396] [INFO ] [sig       ] [438/3546] Forecasting BIRK...
[2025-12-29T20:17:36.918426] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-29T20:17:36.918455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-29T20:17:36.930799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-29T20:17:36.931117] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-29T20:17:36.932063] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-29T20:17:36.932118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:36.932150] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:36.932182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:36.932252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:36.997032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:36.997951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:36.998039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:36.998074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:37.130545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:37.130722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:37.130763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:37.130828] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:37.134355] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-29T20:17:37.134660] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-29T20:17:37.134792] [INFO ] [sig       ] BIRK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:37.291822] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BIRK.txt
[2025-12-29T20:17:37.292019] [INFO ] [sig       ] [438/3546] Completed BIRK in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:37.292071] [INFO ] [sig       ] [439/3546] Forecasting BITF...
[2025-12-29T20:17:37.292101] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-29T20:17:37.292133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-29T20:17:37.305255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-29T20:17:37.305783] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-29T20:17:37.306740] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-29T20:17:37.306799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:37.306831] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:37.306857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:37.306915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:37.370671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:37.371558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:37.371670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:37.371703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:37.500319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:37.500481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:37.500522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:37.500549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:37.504088] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-29T20:17:37.504430] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-29T20:17:37.504597] [INFO ] [sig       ] BITF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:37.644794] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BITF.txt
[2025-12-29T20:17:37.644953] [INFO ] [sig       ] [439/3546] Completed BITF in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:37.644994] [INFO ] [sig       ] [440/3546] Forecasting BIVI...
[2025-12-29T20:17:37.645024] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-29T20:17:37.645054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-29T20:17:37.657380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-29T20:17:37.657824] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-29T20:17:37.658683] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-29T20:17:37.658737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:37.658796] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:37.658826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:37.658897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:37.717133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:37.718037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:37.718129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:37.718162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:37.841059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:37.841219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:37.841261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:37.841293] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:37.845094] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-29T20:17:37.845402] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-29T20:17:37.845533] [INFO ] [sig       ] BIVI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:37.989541] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BIVI.txt
[2025-12-29T20:17:37.989720] [INFO ] [sig       ] [440/3546] Completed BIVI in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:37.989761] [INFO ] [sig       ] [441/3546] Forecasting BJ...
[2025-12-29T20:17:37.989791] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-29T20:17:37.989822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-29T20:17:38.002323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-29T20:17:38.002755] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-29T20:17:38.003598] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-29T20:17:38.003653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:38.003684] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:38.003710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:38.003768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:38.060665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:38.061529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:38.061637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:38.061672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:38.185592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:38.185754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:38.185794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:38.185822] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:38.189413] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-29T20:17:38.189798] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-29T20:17:38.189945] [INFO ] [sig       ] BJ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:38.340463] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BJ.txt
[2025-12-29T20:17:38.340688] [INFO ] [sig       ] [441/3546] Completed BJ in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:38.340740] [INFO ] [sig       ] [442/3546] Forecasting BJRI...
[2025-12-29T20:17:38.340775] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-29T20:17:38.340815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-29T20:17:38.353951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-29T20:17:38.354367] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-29T20:17:38.355223] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-29T20:17:38.355294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:38.355327] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:38.355354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:38.355412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:38.413017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:38.413910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:38.414000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:38.414032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:38.535941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:38.536121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:38.536162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:38.536192] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:38.539726] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-29T20:17:38.540033] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-29T20:17:38.540171] [INFO ] [sig       ] BJRI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:38.684795] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BJRI.txt
[2025-12-29T20:17:38.684967] [INFO ] [sig       ] [442/3546] Completed BJRI in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:38.685010] [INFO ] [sig       ] [443/3546] Forecasting BK...
[2025-12-29T20:17:38.685039] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-29T20:17:38.685069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-29T20:17:38.698817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-29T20:17:38.699346] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-29T20:17:38.700336] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-29T20:17:38.700394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:38.700429] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:38.700455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:38.700517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:38.759789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:38.761036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:38.761148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:38.761183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:38.888096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:38.888334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:38.888380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:38.888409] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:38.892406] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-29T20:17:38.892759] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-29T20:17:38.892902] [INFO ] [sig       ] BK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:39.040149] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BK.txt
[2025-12-29T20:17:39.040359] [INFO ] [sig       ] [443/3546] Completed BK in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:39.040401] [INFO ] [sig       ] [444/3546] Forecasting BKCH...
[2025-12-29T20:17:39.040431] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-29T20:17:39.040462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-29T20:17:39.054641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-29T20:17:39.055019] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-29T20:17:39.056033] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-29T20:17:39.056088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:39.056121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:39.056147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:39.056221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:39.115717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:39.116766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:39.116861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:39.116895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:39.255284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:39.255541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:39.255608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:39.255642] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:39.260126] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=67.77%)
[2025-12-29T20:17:39.260564] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-29T20:17:39.260751] [INFO ] [sig       ] BKCH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:39.410135] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BKCH.txt
[2025-12-29T20:17:39.410323] [INFO ] [sig       ] [444/3546] Completed BKCH in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:39.410370] [INFO ] [sig       ] [445/3546] Forecasting BKD...
[2025-12-29T20:17:39.410403] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-29T20:17:39.410435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-29T20:17:39.424282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-29T20:17:39.424707] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-29T20:17:39.425611] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-29T20:17:39.425666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:39.425699] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:39.425727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:39.425786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:39.483613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:39.484514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:39.484704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:39.484740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:39.608540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:39.608797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:39.608846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:39.608876] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:39.612685] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-29T20:17:39.613000] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-29T20:17:39.613136] [INFO ] [sig       ] BKD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:39.757833] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BKD.txt
[2025-12-29T20:17:39.758004] [INFO ] [sig       ] [445/3546] Completed BKD in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:39.758051] [INFO ] [sig       ] [446/3546] Forecasting BKE...
[2025-12-29T20:17:39.758091] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-29T20:17:39.758154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-29T20:17:39.772078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-29T20:17:39.772458] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-29T20:17:39.773815] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-29T20:17:39.773871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:39.773904] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:39.773932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:39.773992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:39.833068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:39.833999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:39.834088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:39.834122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:39.976197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:39.976385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:39.976442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:39.976476] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:39.981671] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2025-12-29T20:17:39.982249] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-29T20:17:39.982468] [INFO ] [sig       ] BKE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:40.148961] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BKE.txt
[2025-12-29T20:17:40.149177] [INFO ] [sig       ] [446/3546] Completed BKE in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:40.149241] [INFO ] [sig       ] [447/3546] Forecasting BKH...
[2025-12-29T20:17:40.149288] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-29T20:17:40.149346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-29T20:17:40.163556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-29T20:17:40.163967] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-29T20:17:40.164842] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-29T20:17:40.164902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:40.164942] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:40.164978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:40.165046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:40.231614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:40.232695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:40.232785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:40.232822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:40.369387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:40.369556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:40.369617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:40.369646] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:40.373391] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-29T20:17:40.373695] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-29T20:17:40.373842] [INFO ] [sig       ] BKH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:40.516296] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BKH.txt
[2025-12-29T20:17:40.516446] [INFO ] [sig       ] [447/3546] Completed BKH in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-29T20:17:40.516485] [INFO ] [sig       ] [448/3546] Forecasting BKN...
[2025-12-29T20:17:40.516514] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-29T20:17:40.516545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-29T20:17:40.528905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-29T20:17:40.529235] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-29T20:17:40.530115] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-29T20:17:40.530177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:40.530214] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:40.530244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:40.530325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:40.590114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:40.590782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:40.590864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:40.590898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:40.711723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:40.711893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:40.711940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:40.711976] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:40.715793] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-29T20:17:40.716091] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-29T20:17:40.716224] [INFO ] [sig       ] BKN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:40.870193] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BKN.txt
[2025-12-29T20:17:40.870379] [INFO ] [sig       ] [448/3546] Completed BKN in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-29T20:17:40.870419] [INFO ] [sig       ] [449/3546] Forecasting BKNG...
[2025-12-29T20:17:40.870449] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-29T20:17:40.870479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-29T20:17:40.883044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-29T20:17:40.883341] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-29T20:17:40.884167] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-29T20:17:40.884221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:40.884255] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:40.884284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:40.884344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:40.945273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:40.945974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:40.946059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:40.946093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:41.066786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:41.066954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:41.067011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:41.067042] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:41.070613] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=62.82%)
[2025-12-29T20:17:41.070915] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-29T20:17:41.071055] [INFO ] [sig       ] BKNG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:41.215790] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BKNG.txt
[2025-12-29T20:17:41.215922] [INFO ] [sig       ] [449/3546] Completed BKNG in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-29T20:17:41.215961] [INFO ] [sig       ] [450/3546] Forecasting BKSY...
[2025-12-29T20:17:41.215990] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-29T20:17:41.216021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-29T20:17:41.230025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-29T20:17:41.230526] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-29T20:17:41.231526] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-29T20:17:41.231599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:41.231635] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:41.231664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:41.231727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:41.289302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:41.290523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:41.290644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:41.290679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:41.413702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:41.413941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:41.413985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:41.414014] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:41.417897] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-29T20:17:41.418209] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-29T20:17:41.418347] [INFO ] [sig       ] BKSY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:41.562550] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BKSY.txt
[2025-12-29T20:17:41.562736] [INFO ] [sig       ] [450/3546] Completed BKSY in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-29T20:17:41.562776] [INFO ] [sig       ] [451/3546] Forecasting BL...
[2025-12-29T20:17:41.562806] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-29T20:17:41.562837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-29T20:17:41.575534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-29T20:17:41.575902] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-29T20:17:41.576754] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-29T20:17:41.576809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:41.576842] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:41.576869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:41.576926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:41.634175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:41.635065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:41.635173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:41.635208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:41.766092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:41.766261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:41.766302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:41.766332] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:41.769851] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2025-12-29T20:17:41.770181] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-29T20:17:41.770326] [INFO ] [sig       ] BL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:41.917123] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BL.txt
[2025-12-29T20:17:41.917261] [INFO ] [sig       ] [451/3546] Completed BL in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-29T20:17:41.917301] [INFO ] [sig       ] [452/3546] Forecasting BLBD...
[2025-12-29T20:17:41.917332] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-29T20:17:41.917361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-29T20:17:41.929358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-29T20:17:41.929674] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-29T20:17:41.930452] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-29T20:17:41.930505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:41.930563] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:41.930610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:41.930669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:41.987851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:41.988689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:41.988791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:41.988828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:42.110783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:42.110947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:42.110988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:42.111015] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:42.114470] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=42.13%)
[2025-12-29T20:17:42.114769] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-29T20:17:42.114898] [INFO ] [sig       ] BLBD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:42.254772] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLBD.txt
[2025-12-29T20:17:42.254913] [INFO ] [sig       ] [452/3546] Completed BLBD in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-29T20:17:42.254954] [INFO ] [sig       ] [453/3546] Forecasting BLCN...
[2025-12-29T20:17:42.254983] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-29T20:17:42.255011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-29T20:17:42.267259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-29T20:17:42.267587] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-29T20:17:42.268363] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-29T20:17:42.268415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:42.268458] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:42.268487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:42.268546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:42.325648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:42.326275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:42.326356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:42.326389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:42.434410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:42.434566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:42.434626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:42.434657] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:42.438077] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-12-29T20:17:42.438361] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-29T20:17:42.438502] [INFO ] [sig       ] BLCN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:42.580055] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BLCN.txt
[2025-12-29T20:17:42.580207] [INFO ] [sig       ] [453/3546] Completed BLCN in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-29T20:17:42.580248] [INFO ] [sig       ] [454/3546] Forecasting BLCO...
[2025-12-29T20:17:42.580277] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-29T20:17:42.580307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-29T20:17:42.592647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-29T20:17:42.592970] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-29T20:17:42.593783] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-29T20:17:42.593836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:42.593868] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:42.593895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:42.593953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:42.650618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:42.651425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:42.651511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:42.651543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:42.782515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:42.782685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:42.782727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:42.782757] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:42.786240] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=31.52%)
[2025-12-29T20:17:42.786522] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-29T20:17:42.786672] [INFO ] [sig       ] BLCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:42.925979] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLCO.txt
[2025-12-29T20:17:42.926144] [INFO ] [sig       ] [454/3546] Completed BLCO in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-29T20:17:42.926184] [INFO ] [sig       ] [455/3546] Forecasting BLD...
[2025-12-29T20:17:42.926213] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-29T20:17:42.926246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-29T20:17:42.938110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-29T20:17:42.938429] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-29T20:17:42.939260] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-29T20:17:42.939313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:42.939344] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:42.939372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:42.939430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:42.995830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:42.996470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:42.996549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:42.996598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:43.112778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:43.112928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:43.112967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:43.113043] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:43.116441] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-12-29T20:17:43.116739] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-29T20:17:43.116869] [INFO ] [sig       ] BLD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:43.260181] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLD.txt
[2025-12-29T20:17:43.260326] [INFO ] [sig       ] [455/3546] Completed BLD in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-29T20:17:43.260374] [INFO ] [sig       ] [456/3546] Forecasting BLDP...
[2025-12-29T20:17:43.260411] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-29T20:17:43.260442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-29T20:17:43.274390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-29T20:17:43.274822] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-29T20:17:43.275863] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-29T20:17:43.275927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:43.275971] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:43.276008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:43.276090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:43.335445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:43.336213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:43.336297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:43.336330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:43.454503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:43.454666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:43.454706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:43.454734] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:43.458043] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-29T20:17:43.458316] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-29T20:17:43.458446] [INFO ] [sig       ] BLDP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:43.598587] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLDP.txt
[2025-12-29T20:17:43.598719] [INFO ] [sig       ] [456/3546] Completed BLDP in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-29T20:17:43.598758] [INFO ] [sig       ] [457/3546] Forecasting BLE...
[2025-12-29T20:17:43.598849] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-29T20:17:43.598882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-29T20:17:43.611001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-29T20:17:43.611300] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-29T20:17:43.612116] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-29T20:17:43.612171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:43.612203] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:43.612231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:43.612290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:43.671859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:43.672632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:43.672716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:43.672749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:43.790705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:43.790858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:43.790896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:43.790926] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:43.794287] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-29T20:17:43.794563] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-29T20:17:43.794728] [INFO ] [sig       ] BLE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:43.941399] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BLE.txt
[2025-12-29T20:17:43.941530] [INFO ] [sig       ] [457/3546] Completed BLE in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-29T20:17:43.941585] [INFO ] [sig       ] [458/3546] Forecasting BLFS...
[2025-12-29T20:17:43.941618] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-29T20:17:43.941649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-29T20:17:43.955900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-29T20:17:43.956491] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-29T20:17:43.957510] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-29T20:17:43.957569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:43.957633] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:43.957662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:43.957727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:44.019788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:44.020974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:44.021079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:44.021114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:44.143224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:44.143469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:44.143517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:44.143589] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:44.147606] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=41.16%)
[2025-12-29T20:17:44.147943] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-29T20:17:44.148087] [INFO ] [sig       ] BLFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:44.289251] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLFS.txt
[2025-12-29T20:17:44.289428] [INFO ] [sig       ] [458/3546] Completed BLFS in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-29T20:17:44.289469] [INFO ] [sig       ] [459/3546] Forecasting BLFY...
[2025-12-29T20:17:44.289499] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-29T20:17:44.289528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-29T20:17:44.305205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-29T20:17:44.305693] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-29T20:17:44.306786] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-29T20:17:44.306855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:44.306899] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:44.306940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:44.307024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:44.372241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:44.373140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:44.373228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:44.373262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:44.496916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:44.497080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:44.497122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:44.497153] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:44.500660] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=51.33%)
[2025-12-29T20:17:44.500957] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-29T20:17:44.501090] [INFO ] [sig       ] BLFY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:44.644052] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BLFY.txt
[2025-12-29T20:17:44.644220] [INFO ] [sig       ] [459/3546] Completed BLFY in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-29T20:17:44.644262] [INFO ] [sig       ] [460/3546] Forecasting BLK...
[2025-12-29T20:17:44.644295] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-29T20:17:44.644326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-29T20:17:44.656368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-29T20:17:44.656801] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-29T20:17:44.657654] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-29T20:17:44.657721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:44.657759] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:44.657787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:44.657846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:44.717641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:44.718490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:44.718610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:44.718654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:44.844102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:44.844261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:44.844304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:44.844351] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:44.847826] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-29T20:17:44.848134] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-29T20:17:44.848278] [INFO ] [sig       ] BLK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:44.993089] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLK.txt
[2025-12-29T20:17:44.993234] [INFO ] [sig       ] [460/3546] Completed BLK in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-29T20:17:44.993272] [INFO ] [sig       ] [461/3546] Forecasting BLKB...
[2025-12-29T20:17:44.993301] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-29T20:17:44.993329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-29T20:17:45.006625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-29T20:17:45.007106] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-29T20:17:45.008100] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-29T20:17:45.008157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:45.008191] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:45.008218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:45.008282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:45.067403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:45.068661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:45.068787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:45.068825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:45.196820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:45.197046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:45.197093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:45.197124] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:45.200979] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2025-12-29T20:17:45.201286] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-29T20:17:45.201421] [INFO ] [sig       ] BLKB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:45.345596] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BLKB.txt
[2025-12-29T20:17:45.345759] [INFO ] [sig       ] [461/3546] Completed BLKB in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-29T20:17:45.345800] [INFO ] [sig       ] [462/3546] Forecasting BLMN...
[2025-12-29T20:17:45.345830] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-29T20:17:45.345862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-29T20:17:45.359430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-29T20:17:45.359874] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-29T20:17:45.360785] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-29T20:17:45.360838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:45.360871] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:45.360898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:45.360958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:45.417403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:45.418272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:45.418395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:45.418428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:45.539587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:45.539751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:45.539792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:45.539820] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:45.543187] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-29T20:17:45.543458] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-29T20:17:45.543602] [INFO ] [sig       ] BLMN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:45.682213] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BLMN.txt
[2025-12-29T20:17:45.682387] [INFO ] [sig       ] [462/3546] Completed BLMN in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-29T20:17:45.682429] [INFO ] [sig       ] [463/3546] Forecasting BLND...
[2025-12-29T20:17:45.682465] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-29T20:17:45.682495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-29T20:17:45.694461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-29T20:17:45.694751] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-29T20:17:45.695594] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-29T20:17:45.695649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:45.695682] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:45.695709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:45.695768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:45.754705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:45.755503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:45.755610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:45.755645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:45.876134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:45.876292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:45.876332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:45.876361] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:45.879781] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-29T20:17:45.880059] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-29T20:17:45.880186] [INFO ] [sig       ] BLND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:46.022137] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLND.txt
[2025-12-29T20:17:46.022264] [INFO ] [sig       ] [463/3546] Completed BLND in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-29T20:17:46.022303] [INFO ] [sig       ] [464/3546] Forecasting BLRX...
[2025-12-29T20:17:46.022333] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-29T20:17:46.022364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-29T20:17:46.036243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-29T20:17:46.036854] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-29T20:17:46.037851] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-29T20:17:46.037908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:46.037945] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:46.037975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:46.038054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:46.099080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:46.100327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:46.100441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:46.100477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:46.221172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:46.221428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:46.221476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:46.221506] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:46.225478] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-29T20:17:46.225841] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-29T20:17:46.225993] [INFO ] [sig       ] BLRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:46.369891] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLRX.txt
[2025-12-29T20:17:46.370065] [INFO ] [sig       ] [464/3546] Completed BLRX in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:46.370108] [INFO ] [sig       ] [465/3546] Forecasting BLTE...
[2025-12-29T20:17:46.370139] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-29T20:17:46.370169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-29T20:17:46.382554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-29T20:17:46.382927] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-29T20:17:46.383806] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-29T20:17:46.383862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:46.383896] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:46.383923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:46.383983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:46.441632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:46.442480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:46.442568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:46.442622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:46.567070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:46.567256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:46.567299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:46.567330] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:46.570849] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-29T20:17:46.571135] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-29T20:17:46.571266] [INFO ] [sig       ] BLTE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:46.710770] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLTE.txt
[2025-12-29T20:17:46.710935] [INFO ] [sig       ] [465/3546] Completed BLTE in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:46.710975] [INFO ] [sig       ] [466/3546] Forecasting BLX...
[2025-12-29T20:17:46.711004] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-29T20:17:46.711033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-29T20:17:46.721984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-29T20:17:46.722289] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-29T20:17:46.723118] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-29T20:17:46.723183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:46.723217] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:46.723244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:46.723303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:46.781117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:46.781803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:46.781884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:46.781919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:46.907786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:46.907970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:46.908011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:46.908039] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:46.911450] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-12-29T20:17:46.911740] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-29T20:17:46.911864] [INFO ] [sig       ] BLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:47.051046] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BLX.txt
[2025-12-29T20:17:47.051188] [INFO ] [sig       ] [466/3546] Completed BLX in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:47.051229] [INFO ] [sig       ] [467/3546] Forecasting BLZE...
[2025-12-29T20:17:47.051259] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-29T20:17:47.051294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-29T20:17:47.063051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-29T20:17:47.063380] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-29T20:17:47.064197] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-29T20:17:47.064250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:47.064280] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:47.064307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:47.064371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:47.121009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:47.121882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:47.121964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:47.121996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:47.244202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:47.244358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:47.244397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:47.244424] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:47.247784] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-29T20:17:47.248051] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-29T20:17:47.248172] [INFO ] [sig       ] BLZE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:47.388375] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BLZE.txt
[2025-12-29T20:17:47.388501] [INFO ] [sig       ] [467/3546] Completed BLZE in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:47.388539] [INFO ] [sig       ] [468/3546] Forecasting BMA...
[2025-12-29T20:17:47.388568] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-29T20:17:47.388617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-29T20:17:47.400029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-29T20:17:47.400303] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-29T20:17:47.401137] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-29T20:17:47.401190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:47.401221] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:47.401247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:47.401304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:47.458975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:47.459882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:47.459967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:47.460000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:47.576952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:47.577091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:47.577137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:47.577166] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:47.580485] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-29T20:17:47.580788] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-29T20:17:47.580910] [INFO ] [sig       ] BMA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:47.725826] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BMA.txt
[2025-12-29T20:17:47.725967] [INFO ] [sig       ] [468/3546] Completed BMA in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:47.726007] [INFO ] [sig       ] [469/3546] Forecasting BMBL...
[2025-12-29T20:17:47.726036] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-29T20:17:47.726072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-29T20:17:47.737228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-29T20:17:47.737508] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-29T20:17:47.738318] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-29T20:17:47.738370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:47.738426] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:47.738455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:47.738517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:47.796323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:47.797000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:47.797082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:47.797114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:47.920743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:47.920899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:47.920939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:47.920967] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:47.924272] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-29T20:17:47.924538] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-29T20:17:47.924676] [INFO ] [sig       ] BMBL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:48.064640] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BMBL.txt
[2025-12-29T20:17:48.064800] [INFO ] [sig       ] [469/3546] Completed BMBL in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:48.064840] [INFO ] [sig       ] [470/3546] Forecasting BME...
[2025-12-29T20:17:48.064870] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-29T20:17:48.064900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-29T20:17:48.075985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-29T20:17:48.076263] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-29T20:17:48.077094] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-29T20:17:48.077156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:48.077188] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:48.077215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:48.077274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:48.136034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:48.136686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:48.136764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:48.136797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:48.253558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:48.253702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:48.253740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:48.253769] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:48.257056] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-29T20:17:48.257336] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-29T20:17:48.257461] [INFO ] [sig       ] BME: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:48.400522] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BME.txt
[2025-12-29T20:17:48.400673] [INFO ] [sig       ] [470/3546] Completed BME in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:48.400714] [INFO ] [sig       ] [471/3546] Forecasting BMEZ...
[2025-12-29T20:17:48.400743] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-29T20:17:48.400772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-29T20:17:48.413011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-29T20:17:48.413273] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-29T20:17:48.414097] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-29T20:17:48.414149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:48.414180] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:48.414207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:48.414266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:48.471457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:48.472139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:48.472218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:48.472249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:48.589012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:48.589159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:48.589196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:48.589224] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:48.592547] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-29T20:17:48.592874] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-29T20:17:48.592996] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:48.734185] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BMEZ.txt
[2025-12-29T20:17:48.734313] [INFO ] [sig       ] [471/3546] Completed BMEZ in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:48.734352] [INFO ] [sig       ] [472/3546] Forecasting BMI...
[2025-12-29T20:17:48.734382] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-29T20:17:48.734412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-29T20:17:48.745771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-29T20:17:48.746050] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-29T20:17:48.746851] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-29T20:17:48.746903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:48.746933] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:48.746959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:48.747016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:48.804521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:48.805192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:48.805269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:48.805302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:48.924497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:48.924670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:48.924710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:48.924771] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:48.928128] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2025-12-29T20:17:48.928395] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-29T20:17:48.928520] [INFO ] [sig       ] BMI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:49.070035] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BMI.txt
[2025-12-29T20:17:49.070176] [INFO ] [sig       ] [472/3546] Completed BMI in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-29T20:17:49.070216] [INFO ] [sig       ] [473/3546] Forecasting BMO...
[2025-12-29T20:17:49.070245] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-29T20:17:49.070275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-29T20:17:49.081926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-29T20:17:49.082225] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-29T20:17:49.083020] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-29T20:17:49.083073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:49.083105] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:49.083132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:49.083190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:49.144556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:49.145340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:49.145455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:49.145494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:49.271479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:49.271649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:49.271717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:49.271760] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:49.275116] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-12-29T20:17:49.275402] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-29T20:17:49.275528] [INFO ] [sig       ] BMO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:49.416766] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BMO.txt
[2025-12-29T20:17:49.416897] [INFO ] [sig       ] [473/3546] Completed BMO in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-29T20:17:49.416937] [INFO ] [sig       ] [474/3546] Forecasting BMRA...
[2025-12-29T20:17:49.416965] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-29T20:17:49.416994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-29T20:17:49.429273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-29T20:17:49.429588] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-29T20:17:49.430358] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-29T20:17:49.430409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:49.430440] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:49.430467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:49.430530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:49.487409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:49.488158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:49.488235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:49.488267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:49.608338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:49.608496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:49.608543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:49.608600] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:49.612088] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2025-12-29T20:17:49.612366] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-29T20:17:49.612507] [INFO ] [sig       ] BMRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:49.752114] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BMRA.txt
[2025-12-29T20:17:49.752257] [INFO ] [sig       ] [474/3546] Completed BMRA in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-29T20:17:49.752295] [INFO ] [sig       ] [475/3546] Forecasting BMRC...
[2025-12-29T20:17:49.752323] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-29T20:17:49.752353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-29T20:17:49.763438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-29T20:17:49.763753] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-29T20:17:49.764527] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-29T20:17:49.764603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:49.764637] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:49.764663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:49.764721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:49.826799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:49.827926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:49.828015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:49.828056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:49.950648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:49.950805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:49.950846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:49.950876] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:49.954392] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-29T20:17:49.954709] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-29T20:17:49.954846] [INFO ] [sig       ] BMRC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:50.098359] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BMRC.txt
[2025-12-29T20:17:50.098498] [INFO ] [sig       ] [475/3546] Completed BMRC in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-29T20:17:50.098535] [INFO ] [sig       ] [476/3546] Forecasting BMRN...
[2025-12-29T20:17:50.098565] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-29T20:17:50.098615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-29T20:17:50.110057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-29T20:17:50.110343] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-29T20:17:50.111143] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-29T20:17:50.111195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:50.111227] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:50.111253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:50.111311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:50.169783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:50.170657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:50.170741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:50.170775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:50.290114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:50.290266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:50.290305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:50.290336] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:50.293791] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-12-29T20:17:50.294070] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-29T20:17:50.294198] [INFO ] [sig       ] BMRN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:50.436614] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BMRN.txt
[2025-12-29T20:17:50.436767] [INFO ] [sig       ] [476/3546] Completed BMRN in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-29T20:17:50.436806] [INFO ] [sig       ] [477/3546] Forecasting BMY...
[2025-12-29T20:17:50.436835] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-29T20:17:50.436876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-29T20:17:50.449135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-29T20:17:50.449480] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-29T20:17:50.450334] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-29T20:17:50.450389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:50.450432] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:50.450460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:50.450518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:50.507914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:50.508882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:50.508977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:50.509012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:50.643819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:50.643986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:50.644028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:50.644056] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:50.647540] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-29T20:17:50.647861] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-29T20:17:50.648024] [INFO ] [sig       ] BMY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:50.789617] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BMY.txt
[2025-12-29T20:17:50.789777] [INFO ] [sig       ] [477/3546] Completed BMY in 0.4s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-29T20:17:50.789817] [INFO ] [sig       ] [478/3546] Forecasting BN...
[2025-12-29T20:17:50.789847] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-29T20:17:50.789876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-29T20:17:50.801437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-29T20:17:50.801847] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-29T20:17:50.802666] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-29T20:17:50.802720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:50.802751] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:50.802778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:50.802835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:50.865864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:50.866946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:50.867038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:50.867073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:50.994417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:50.994588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:50.994636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:50.994666] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:50.998197] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=54.47%)
[2025-12-29T20:17:50.998560] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-29T20:17:50.998789] [INFO ] [sig       ] BN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:51.154317] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BN.txt
[2025-12-29T20:17:51.154485] [INFO ] [sig       ] [478/3546] Completed BN in 0.4s | 2.86 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-29T20:17:51.154528] [INFO ] [sig       ] [479/3546] Forecasting BND...
[2025-12-29T20:17:51.154561] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-29T20:17:51.154614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-29T20:17:51.166117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-29T20:17:51.166471] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-29T20:17:51.167303] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-29T20:17:51.167357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:51.167388] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:51.167415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:51.167473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:51.225272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:51.226211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:51.226302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:51.226373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:51.347295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:51.347460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:51.347500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:51.347529] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:51.350964] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-29T20:17:51.351248] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-29T20:17:51.351380] [INFO ] [sig       ] BND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:51.489905] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BND.txt
[2025-12-29T20:17:51.490053] [INFO ] [sig       ] [479/3546] Completed BND in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:51.490104] [INFO ] [sig       ] [480/3546] Forecasting BNDX...
[2025-12-29T20:17:51.490135] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-29T20:17:51.490165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-29T20:17:51.502376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-29T20:17:51.502727] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-29T20:17:51.503510] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-29T20:17:51.503564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:51.503618] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:51.503646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:51.503704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:51.559769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:51.560545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:51.560649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:51.560682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:51.684407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:51.684596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:51.684654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:51.684686] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:51.688337] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=74.69%)
[2025-12-29T20:17:51.688649] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-29T20:17:51.688800] [INFO ] [sig       ] BNDX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:51.829105] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNDX.txt
[2025-12-29T20:17:51.829257] [INFO ] [sig       ] [480/3546] Completed BNDX in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:51.829299] [INFO ] [sig       ] [481/3546] Forecasting BNED...
[2025-12-29T20:17:51.829334] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-29T20:17:51.829366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-29T20:17:51.840846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-29T20:17:51.841174] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-29T20:17:51.841977] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-29T20:17:51.842029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:51.842059] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:51.842085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:51.842141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:51.898251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:51.899077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:51.899160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:51.899194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:52.016502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:52.016671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:52.016736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:52.016765] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:52.020104] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-29T20:17:52.020377] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-29T20:17:52.020501] [INFO ] [sig       ] BNED: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:52.158053] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNED.txt
[2025-12-29T20:17:52.158193] [INFO ] [sig       ] [481/3546] Completed BNED in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:52.158245] [INFO ] [sig       ] [482/3546] Forecasting BNGO...
[2025-12-29T20:17:52.158281] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-29T20:17:52.158312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-29T20:17:52.170602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-29T20:17:52.170938] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-29T20:17:52.171765] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-29T20:17:52.171818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:52.171850] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:52.171877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:52.171936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:52.229379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:52.230185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:52.230268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:52.230302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:52.353774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:52.353968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:52.354018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:52.354049] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:52.357793] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-29T20:17:52.358105] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-29T20:17:52.358252] [INFO ] [sig       ] BNGO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:52.497633] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNGO.txt
[2025-12-29T20:17:52.497839] [INFO ] [sig       ] [482/3546] Completed BNGO in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:52.497885] [INFO ] [sig       ] [483/3546] Forecasting BNH...
[2025-12-29T20:17:52.497917] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-29T20:17:52.497947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-29T20:17:52.511178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-29T20:17:52.511545] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-29T20:17:52.512411] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-29T20:17:52.512465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:52.512498] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:52.512525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:52.512614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:52.569852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:52.570689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:52.570775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:52.570809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:52.683289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:52.683449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:52.683490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:52.683520] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:52.686959] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2025-12-29T20:17:52.687250] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-29T20:17:52.687384] [INFO ] [sig       ] BNH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:52.826522] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BNH.txt
[2025-12-29T20:17:52.826695] [INFO ] [sig       ] [483/3546] Completed BNH in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:52.826738] [INFO ] [sig       ] [484/3546] Forecasting BNJ...
[2025-12-29T20:17:52.826766] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-29T20:17:52.826796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-29T20:17:52.839001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-29T20:17:52.839363] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-29T20:17:52.840215] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-29T20:17:52.840268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:52.840299] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:52.840327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:52.840384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:52.897287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:52.898106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:52.898189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:52.898243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:53.008865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:53.009046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:53.009097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:53.009145] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:53.012668] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-12-29T20:17:53.012951] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-29T20:17:53.013078] [INFO ] [sig       ] BNJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:53.159240] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNJ.txt
[2025-12-29T20:17:53.159408] [INFO ] [sig       ] [484/3546] Completed BNJ in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:53.159456] [INFO ] [sig       ] [485/3546] Forecasting BNL...
[2025-12-29T20:17:53.159487] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-29T20:17:53.159516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-29T20:17:53.172194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-29T20:17:53.172640] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-29T20:17:53.173465] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-29T20:17:53.173519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:53.173552] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:53.173596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:53.173657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:53.230786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:53.231728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:53.231823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:53.231854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:53.349869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:53.350029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:53.350070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:53.350099] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:53.353611] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-29T20:17:53.353952] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-29T20:17:53.354088] [INFO ] [sig       ] BNL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:53.495227] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNL.txt
[2025-12-29T20:17:53.495386] [INFO ] [sig       ] [485/3546] Completed BNL in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:53.495426] [INFO ] [sig       ] [486/3546] Forecasting BNS...
[2025-12-29T20:17:53.495456] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-29T20:17:53.495485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-29T20:17:53.507025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-29T20:17:53.507379] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-29T20:17:53.508183] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-29T20:17:53.508235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:53.508293] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:53.508322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:53.508379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:53.565262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:53.566162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:53.566245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:53.566295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:53.687831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:53.687991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:53.688030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:53.688059] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:53.691409] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-29T20:17:53.691699] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-29T20:17:53.691821] [INFO ] [sig       ] BNS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:53.832458] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNS.txt
[2025-12-29T20:17:53.832638] [INFO ] [sig       ] [486/3546] Completed BNS in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:53.832684] [INFO ] [sig       ] [487/3546] Forecasting BNTC...
[2025-12-29T20:17:53.832714] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-29T20:17:53.832743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-29T20:17:53.844811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-29T20:17:53.845190] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-29T20:17:53.846007] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-29T20:17:53.846061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:53.846092] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:53.846118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:53.846175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:53.903490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:53.904407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:53.904494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:53.904526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:54.027838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:54.028014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:54.028061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:54.028091] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:54.031760] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-29T20:17:54.032116] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-29T20:17:54.032265] [INFO ] [sig       ] BNTC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:54.174373] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNTC.txt
[2025-12-29T20:17:54.174543] [INFO ] [sig       ] [487/3546] Completed BNTC in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:54.174603] [INFO ] [sig       ] [488/3546] Forecasting BNTX...
[2025-12-29T20:17:54.174637] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-29T20:17:54.174667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-29T20:17:54.186305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-29T20:17:54.186696] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-29T20:17:54.187489] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-29T20:17:54.187542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:54.187594] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:54.187626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:54.187697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:54.246514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:54.247430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:54.247515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:54.247547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:54.367556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:54.367735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:54.367971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:54.367999] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:54.371613] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-29T20:17:54.371926] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-29T20:17:54.372055] [INFO ] [sig       ] BNTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:54.515451] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNTX.txt
[2025-12-29T20:17:54.515630] [INFO ] [sig       ] [488/3546] Completed BNTX in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:54.515673] [INFO ] [sig       ] [489/3546] Forecasting BNY...
[2025-12-29T20:17:54.515703] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-29T20:17:54.515735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-29T20:17:54.528183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-29T20:17:54.528559] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-29T20:17:54.529389] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-29T20:17:54.529441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:54.529471] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:54.529497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:54.529554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:54.586333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:54.587224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:54.587308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:54.587340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:54.706831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:54.707011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:54.707053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:54.707114] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:54.710747] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2025-12-29T20:17:54.711042] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-29T20:17:54.711171] [INFO ] [sig       ] BNY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:54.850801] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BNY.txt
[2025-12-29T20:17:54.850941] [INFO ] [sig       ] [489/3546] Completed BNY in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:54.850988] [INFO ] [sig       ] [490/3546] Forecasting BOC...
[2025-12-29T20:17:54.851020] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-29T20:17:54.851050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-29T20:17:54.865195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-29T20:17:54.865539] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-29T20:17:54.866399] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-29T20:17:54.866463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:54.866495] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:54.866521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:54.866605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:54.924519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:54.925258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:54.925339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:54.925371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:55.048592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:55.048756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:55.048815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:55.048844] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:55.052262] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=71.71%)
[2025-12-29T20:17:55.052551] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-29T20:17:55.052702] [INFO ] [sig       ] BOC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:55.198877] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BOC.txt
[2025-12-29T20:17:55.199045] [INFO ] [sig       ] [490/3546] Completed BOC in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-29T20:17:55.199087] [INFO ] [sig       ] [491/3546] Forecasting BOE...
[2025-12-29T20:17:55.199117] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-29T20:17:55.199148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-29T20:17:55.212697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-29T20:17:55.213131] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-29T20:17:55.214088] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-29T20:17:55.214146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:55.214178] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:55.214204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:55.214264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:55.275134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:55.276221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:55.276316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:55.276348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:55.397129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:55.397295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:55.397337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:55.397366] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:55.400935] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-29T20:17:55.401228] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-29T20:17:55.401356] [INFO ] [sig       ] BOE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:55.548642] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BOE.txt
[2025-12-29T20:17:55.548800] [INFO ] [sig       ] [491/3546] Completed BOE in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-29T20:17:55.548842] [INFO ] [sig       ] [492/3546] Forecasting BOF...
[2025-12-29T20:17:55.548873] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-29T20:17:55.548907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-29T20:17:55.561502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-29T20:17:55.561903] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-29T20:17:55.562727] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-29T20:17:55.562781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:55.562812] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:55.562838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:55.562897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:55.620552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:55.621476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:55.621561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:55.621615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:55.746253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:55.746419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:55.746460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:55.746489] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:55.749877] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=63.70%)
[2025-12-29T20:17:55.750146] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-29T20:17:55.750269] [INFO ] [sig       ] BOF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:55.893290] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BOF.txt
[2025-12-29T20:17:55.893454] [INFO ] [sig       ] [492/3546] Completed BOF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.8m
[2025-12-29T20:17:55.893495] [INFO ] [sig       ] [493/3546] Forecasting BOH...
[2025-12-29T20:17:55.893526] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-29T20:17:55.893557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-29T20:17:55.904786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-29T20:17:55.905137] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-29T20:17:55.905939] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-29T20:17:55.905992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:55.906023] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:55.906050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:55.906108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:55.962987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:55.963848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:55.963932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:55.963965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:56.084283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:56.084448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:56.084493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:56.084524] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:56.087935] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2025-12-29T20:17:56.088237] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-29T20:17:56.088378] [INFO ] [sig       ] BOH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:56.227872] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BOH.txt
[2025-12-29T20:17:56.228002] [INFO ] [sig       ] [493/3546] Completed BOH in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:56.228049] [INFO ] [sig       ] [494/3546] Forecasting BOKF...
[2025-12-29T20:17:56.228080] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-29T20:17:56.228110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-29T20:17:56.239343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-29T20:17:56.239634] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-29T20:17:56.240403] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-29T20:17:56.240456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:56.240487] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:56.240513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:56.240588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:56.297526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:56.298169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:56.298248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:56.298280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:56.416073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:56.416220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:56.416257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:56.416286] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:56.419619] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=24.69%)
[2025-12-29T20:17:56.419920] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-29T20:17:56.420042] [INFO ] [sig       ] BOKF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:56.560209] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BOKF.txt
[2025-12-29T20:17:56.560335] [INFO ] [sig       ] [494/3546] Completed BOKF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:56.560374] [INFO ] [sig       ] [495/3546] Forecasting BOLD...
[2025-12-29T20:17:56.560403] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-29T20:17:56.560431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-29T20:17:56.573065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-29T20:17:56.573323] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-29T20:17:56.574334] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-29T20:17:56.574386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:56.574418] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:56.574444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:56.574501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:56.632607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:56.633217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:56.633293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:56.633324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:56.754262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:56.754426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:56.754472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:56.754502] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:56.757951] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=40.02%)
[2025-12-29T20:17:56.758249] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-29T20:17:56.758372] [INFO ] [sig       ] BOLD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:56.898490] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BOLD.txt
[2025-12-29T20:17:56.898631] [INFO ] [sig       ] [495/3546] Completed BOLD in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:56.898674] [INFO ] [sig       ] [496/3546] Forecasting BOND...
[2025-12-29T20:17:56.898703] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-29T20:17:56.898733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-29T20:17:56.909875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-29T20:17:56.910137] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-29T20:17:56.910943] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-29T20:17:56.910995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:56.911026] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:56.911053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:56.911110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:56.967816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:56.968429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:56.968529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:56.968562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:57.088900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:57.089046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:57.089084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:57.089113] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:57.092549] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-29T20:17:57.092911] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-29T20:17:57.093052] [INFO ] [sig       ] BOND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:57.233942] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BOND.txt
[2025-12-29T20:17:57.234072] [INFO ] [sig       ] [496/3546] Completed BOND in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:57.234111] [INFO ] [sig       ] [497/3546] Forecasting BOOM...
[2025-12-29T20:17:57.234141] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-29T20:17:57.234171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-29T20:17:57.245180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-29T20:17:57.245451] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-29T20:17:57.246233] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-29T20:17:57.246285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:57.246317] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:57.246343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:57.246401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:57.304497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:57.305239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:57.305319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:57.305351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:57.424155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:57.424320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:57.424378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:57.424408] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:57.427843] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-12-29T20:17:57.428143] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-29T20:17:57.428277] [INFO ] [sig       ] BOOM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:57.576798] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BOOM.txt
[2025-12-29T20:17:57.576974] [INFO ] [sig       ] [497/3546] Completed BOOM in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:57.577014] [INFO ] [sig       ] [498/3546] Forecasting BOTZ...
[2025-12-29T20:17:57.577043] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-29T20:17:57.577081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-29T20:17:57.592667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-29T20:17:57.593220] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-29T20:17:57.594451] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-29T20:17:57.594522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:57.594590] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:57.594639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:57.594738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:57.682854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:57.684040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:57.684185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:57.684243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:57.828316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:57.828494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:57.828536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:57.828566] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:57.832623] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=19.94%)
[2025-12-29T20:17:57.833011] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-29T20:17:57.833173] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:58.003716] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BOTZ.txt
[2025-12-29T20:17:58.003949] [INFO ] [sig       ] [498/3546] Completed BOTZ in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:58.004016] [INFO ] [sig       ] [499/3546] Forecasting BOX...
[2025-12-29T20:17:58.004066] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-29T20:17:58.004110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-29T20:17:58.020047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-29T20:17:58.020552] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-29T20:17:58.021644] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-29T20:17:58.021707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:58.021744] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:58.021773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:58.021834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:58.093197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:58.094509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:58.094709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:58.094769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:58.265603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:58.265822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:58.265873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:58.265907] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:58.270624] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-29T20:17:58.271017] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-29T20:17:58.271185] [INFO ] [sig       ] BOX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:58.444714] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BOX.txt
[2025-12-29T20:17:58.444937] [INFO ] [sig       ] [499/3546] Completed BOX in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:58.444979] [INFO ] [sig       ] [500/3546] Forecasting BP...
[2025-12-29T20:17:58.445010] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-29T20:17:58.445044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-29T20:17:58.461491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-29T20:17:58.462010] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-29T20:17:58.463273] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-29T20:17:58.463346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:58.463397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:58.463456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:58.463551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:58.542826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:58.543865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:58.543957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:58.543992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:58.687123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:58.687296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:58.687340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:58.687369] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:58.691029] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-12-29T20:17:58.691360] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-29T20:17:58.691502] [INFO ] [sig       ] BP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:58.861308] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BP.txt
[2025-12-29T20:17:58.861494] [INFO ] [sig       ] [500/3546] Completed BP in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:58.861536] [INFO ] [sig       ] [501/3546] Forecasting BPOP...
[2025-12-29T20:17:58.861566] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-29T20:17:58.861616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-29T20:17:58.873767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-29T20:17:58.874160] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-29T20:17:58.875013] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-29T20:17:58.875067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:58.875117] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:58.875147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:58.875204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:58.936305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:58.937245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:58.937370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:58.937417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:59.066718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:59.066893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:59.067132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:59.067172] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:59.071013] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-29T20:17:59.071349] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-29T20:17:59.071485] [INFO ] [sig       ] BPOP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:59.229628] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BPOP.txt
[2025-12-29T20:17:59.229795] [INFO ] [sig       ] [501/3546] Completed BPOP in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:59.229835] [INFO ] [sig       ] [502/3546] Forecasting BPRN...
[2025-12-29T20:17:59.229867] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-29T20:17:59.229908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-29T20:17:59.240432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-29T20:17:59.240781] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-29T20:17:59.241845] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-29T20:17:59.241898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:59.241931] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:59.241959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:59.242018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:59.304176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:59.305018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:59.305103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:59.305145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:59.406311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:59.406468] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:17:59.406509] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:59.406541] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:59.410416] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-29T20:17:59.410735] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-29T20:17:59.410893] [INFO ] [sig       ] BPRN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:17:59.564035] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BPRN.txt
[2025-12-29T20:17:59.564180] [INFO ] [sig       ] [502/3546] Completed BPRN in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:59.564219] [INFO ] [sig       ] [503/3546] Forecasting BPYPM...
[2025-12-29T20:17:59.564248] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-29T20:17:59.564278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-29T20:17:59.575821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-29T20:17:59.576151] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-29T20:17:59.576978] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-29T20:17:59.577030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:59.577088] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:59.577116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:59.577173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:59.634339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:59.635044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:59.635124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:59.635156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:17:59.738925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:17:59.739077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:17:59.739118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:17:59.739146] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:17:59.742545] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-29T20:17:59.742845] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-29T20:17:59.742971] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:17:59.883671] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BPYPM.txt
[2025-12-29T20:17:59.883817] [INFO ] [sig       ] [503/3546] Completed BPYPM in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:17:59.883856] [INFO ] [sig       ] [504/3546] Forecasting BPYPO...
[2025-12-29T20:17:59.883885] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-29T20:17:59.883915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-29T20:17:59.895754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-29T20:17:59.896273] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-29T20:17:59.897074] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-29T20:17:59.897126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:17:59.897158] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:17:59.897183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:17:59.897240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:17:59.954305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:17:59.954939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:17:59.955019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:17:59.955051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:00.053438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:00.053611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:00.053652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:00.053680] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:00.057151] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-29T20:18:00.057498] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-29T20:18:00.057657] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:00.199735] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BPYPO.txt
[2025-12-29T20:18:00.199884] [INFO ] [sig       ] [504/3546] Completed BPYPO in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:18:00.199929] [INFO ] [sig       ] [505/3546] Forecasting BPYPP...
[2025-12-29T20:18:00.199960] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-29T20:18:00.199990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-29T20:18:00.210550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-29T20:18:00.210879] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-29T20:18:00.211732] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-29T20:18:00.211785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:00.211818] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:00.211845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:00.211903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:00.269496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:00.270290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:00.270373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:00.270405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:00.375467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:00.375616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:00.375660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:00.375690] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:00.379118] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=35.90%)
[2025-12-29T20:18:00.379415] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-29T20:18:00.379544] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:00.539414] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BPYPP.txt
[2025-12-29T20:18:00.540308] [INFO ] [sig       ] [505/3546] Completed BPYPP in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:18:00.540364] [INFO ] [sig       ] [506/3546] Forecasting BRAG...
[2025-12-29T20:18:00.540396] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-29T20:18:00.540427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-29T20:18:00.552014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-29T20:18:00.552375] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-29T20:18:00.553352] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-29T20:18:00.553411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:00.553444] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:00.553470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:00.553528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:00.612302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:00.613152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:00.613236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:00.613270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:00.731159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:00.731268] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:18:00.731312] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:00.731371] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:00.734909] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-29T20:18:00.735236] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-29T20:18:00.735385] [INFO ] [sig       ] BRAG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:00.876690] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BRAG.txt
[2025-12-29T20:18:00.876846] [INFO ] [sig       ] [506/3546] Completed BRAG in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:18:00.876888] [INFO ] [sig       ] [507/3546] Forecasting BRC...
[2025-12-29T20:18:00.876919] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-29T20:18:00.876948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-29T20:18:00.889138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-29T20:18:00.889472] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-29T20:18:00.890317] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-29T20:18:00.890373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:00.890406] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:00.890433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:00.890491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:00.947405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:00.948191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:00.948272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:00.948305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:01.065555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:01.065700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:01.065738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:01.065768] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:01.069130] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2025-12-29T20:18:01.069414] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-29T20:18:01.069544] [INFO ] [sig       ] BRC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:01.209033] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BRC.txt
[2025-12-29T20:18:01.209165] [INFO ] [sig       ] [507/3546] Completed BRC in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-29T20:18:01.209207] [INFO ] [sig       ] [508/3546] Forecasting BRCC...
[2025-12-29T20:18:01.209237] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-29T20:18:01.209267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-29T20:18:01.220081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-29T20:18:01.220350] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-29T20:18:01.221152] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-29T20:18:01.221205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:01.221238] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:01.221264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:01.221324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:01.279629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:01.280495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:01.280621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:01.280658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:01.404232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:01.404400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:01.404441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:01.404519] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:01.407952] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2025-12-29T20:18:01.408256] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-29T20:18:01.408389] [INFO ] [sig       ] BRCC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:01.547846] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BRCC.txt
[2025-12-29T20:18:01.547979] [INFO ] [sig       ] [508/3546] Completed BRCC in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-29T20:18:01.548018] [INFO ] [sig       ] [509/3546] Forecasting BRO...
[2025-12-29T20:18:01.548048] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-29T20:18:01.548078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-29T20:18:01.559972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-29T20:18:01.560243] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-29T20:18:01.561036] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-29T20:18:01.561088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:01.561120] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:01.561146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:01.561204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:01.618045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:01.618710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:01.618801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:01.618834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:01.749046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:01.749216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:01.749262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:01.749293] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:01.753605] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-29T20:18:01.753990] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-29T20:18:01.754156] [INFO ] [sig       ] BRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:01.909815] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BRO.txt
[2025-12-29T20:18:01.909972] [INFO ] [sig       ] [509/3546] Completed BRO in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-29T20:18:01.910011] [INFO ] [sig       ] [510/3546] Forecasting BROS...
[2025-12-29T20:18:01.910042] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-29T20:18:01.910070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-29T20:18:01.923071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-29T20:18:01.923534] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-29T20:18:01.924408] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-29T20:18:01.924467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:01.924499] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:01.924525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:01.924605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:01.985174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:01.986115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:01.986229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:01.986262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:02.113737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:02.113907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:02.113947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:02.113977] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:02.117779] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-29T20:18:02.118164] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-29T20:18:02.118313] [INFO ] [sig       ] BROS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:02.267841] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BROS.txt
[2025-12-29T20:18:02.268015] [INFO ] [sig       ] [510/3546] Completed BROS in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-29T20:18:02.268056] [INFO ] [sig       ] [511/3546] Forecasting BRSP...
[2025-12-29T20:18:02.268084] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-29T20:18:02.268113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-29T20:18:02.279944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-29T20:18:02.280293] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-29T20:18:02.281091] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-29T20:18:02.281144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:02.281176] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:02.281202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:02.281259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:02.338060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:02.338972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:02.339058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:02.339089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:02.455656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:02.455832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:02.455870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:02.455898] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:02.459254] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-29T20:18:02.459529] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-29T20:18:02.459674] [INFO ] [sig       ] BRSP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:02.602445] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BRSP.txt
[2025-12-29T20:18:02.602616] [INFO ] [sig       ] [511/3546] Completed BRSP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-29T20:18:02.602658] [INFO ] [sig       ] [512/3546] Forecasting BRX...
[2025-12-29T20:18:02.602687] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-29T20:18:02.602719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-29T20:18:02.614567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-29T20:18:02.614941] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-29T20:18:02.615804] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-29T20:18:02.615858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:02.615890] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:02.615927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:02.615987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:02.674235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:02.675101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:02.675204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:02.675241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:02.800768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:02.800933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:02.801161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:02.801189] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:02.804775] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=35.82%)
[2025-12-29T20:18:02.805263] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-29T20:18:02.805395] [INFO ] [sig       ] BRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:02.947838] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BRX.txt
[2025-12-29T20:18:02.947974] [INFO ] [sig       ] [512/3546] Completed BRX in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:02.948014] [INFO ] [sig       ] [513/3546] Forecasting BRZE...
[2025-12-29T20:18:02.948043] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-29T20:18:02.948072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-29T20:18:02.960390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-29T20:18:02.960748] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-29T20:18:02.961610] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-29T20:18:02.961672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:02.961705] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:02.961734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:02.961793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:03.019255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:03.020164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:03.020281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:03.020315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:03.139684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:03.139845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:03.139888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:03.139917] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:03.143251] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-12-29T20:18:03.143520] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-29T20:18:03.143662] [INFO ] [sig       ] BRZE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:03.282888] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BRZE.txt
[2025-12-29T20:18:03.283026] [INFO ] [sig       ] [513/3546] Completed BRZE in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:03.283065] [INFO ] [sig       ] [514/3546] Forecasting BSAC...
[2025-12-29T20:18:03.283095] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-29T20:18:03.283125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-29T20:18:03.295091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-29T20:18:03.295401] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-29T20:18:03.296220] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-29T20:18:03.296274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:03.296306] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:03.296332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:03.296390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:03.352663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:03.353495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:03.353595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:03.353630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:03.471443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:03.471623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:03.471663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:03.471691] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:03.475003] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-29T20:18:03.475272] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-29T20:18:03.475396] [INFO ] [sig       ] BSAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:03.613296] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSAC.txt
[2025-12-29T20:18:03.613430] [INFO ] [sig       ] [514/3546] Completed BSAC in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:03.613469] [INFO ] [sig       ] [515/3546] Forecasting BSCQ...
[2025-12-29T20:18:03.613496] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-29T20:18:03.613525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-29T20:18:03.625319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-29T20:18:03.625630] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-29T20:18:03.626416] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-29T20:18:03.626469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:03.626500] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:03.626527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:03.626607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:03.684372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:03.685053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:03.685136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:03.685171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:03.800216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:03.800376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:03.800416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:03.800445] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:03.803971] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-29T20:18:03.804271] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-29T20:18:03.804404] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:03.943228] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BSCQ.txt
[2025-12-29T20:18:03.943356] [INFO ] [sig       ] [515/3546] Completed BSCQ in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:03.943395] [INFO ] [sig       ] [516/3546] Forecasting BSCS...
[2025-12-29T20:18:03.943422] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-29T20:18:03.943458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-29T20:18:03.959296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-29T20:18:03.959980] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-29T20:18:03.961137] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-29T20:18:03.961201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:03.961237] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:03.961265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:03.961326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:04.022849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:04.023866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:04.023971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:04.024009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:04.146254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:04.146422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:04.146462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:04.146490] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:04.149936] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-12-29T20:18:04.150209] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-29T20:18:04.150334] [INFO ] [sig       ] BSCS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:04.290836] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BSCS.txt
[2025-12-29T20:18:04.291025] [INFO ] [sig       ] [516/3546] Completed BSCS in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:04.291065] [INFO ] [sig       ] [517/3546] Forecasting BSCX...
[2025-12-29T20:18:04.291094] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-29T20:18:04.291123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-29T20:18:04.302451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-29T20:18:04.302752] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-29T20:18:04.303529] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-29T20:18:04.303604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:04.303638] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:04.303665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:04.303731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:04.360185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:04.360949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:04.361036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:04.361067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:04.479653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:04.479804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:04.479843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:04.479871] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:04.483215] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-29T20:18:04.483484] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-29T20:18:04.483631] [INFO ] [sig       ] BSCX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:04.621763] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BSCX.txt
[2025-12-29T20:18:04.621915] [INFO ] [sig       ] [517/3546] Completed BSCX in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:04.621956] [INFO ] [sig       ] [518/3546] Forecasting BSCY...
[2025-12-29T20:18:04.621985] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-29T20:18:04.622014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-29T20:18:04.633633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-29T20:18:04.634027] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-29T20:18:04.634911] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-29T20:18:04.634966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:04.634998] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:04.635026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:04.635085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:04.691595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:04.692418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:04.692504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:04.692537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:04.812983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:04.813150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:04.813190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:04.813218] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:04.816624] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-12-29T20:18:04.816922] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-29T20:18:04.817057] [INFO ] [sig       ] BSCY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:04.965528] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSCY.txt
[2025-12-29T20:18:04.965721] [INFO ] [sig       ] [518/3546] Completed BSCY in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:04.965766] [INFO ] [sig       ] [519/3546] Forecasting BSJQ...
[2025-12-29T20:18:04.965800] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-29T20:18:04.965830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-29T20:18:04.977119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-29T20:18:04.977433] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-29T20:18:04.978278] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-29T20:18:04.978334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:04.978369] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:04.978397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:04.978457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:05.037218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:05.038081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:05.038171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:05.038205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:05.158471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:05.158659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:05.158702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:05.158749] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:05.162236] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-29T20:18:05.162510] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-29T20:18:05.162654] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:05.303243] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSJQ.txt
[2025-12-29T20:18:05.303406] [INFO ] [sig       ] [519/3546] Completed BSJQ in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:05.303447] [INFO ] [sig       ] [520/3546] Forecasting BSJS...
[2025-12-29T20:18:05.303478] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-29T20:18:05.303508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-29T20:18:05.315049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-29T20:18:05.315402] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-29T20:18:05.316217] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-29T20:18:05.316270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:05.316328] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:05.316356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:05.316415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:05.373368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:05.374176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:05.374258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:05.374290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:05.506816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:05.507002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:05.507053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:05.507084] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:05.510760] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=57.99%)
[2025-12-29T20:18:05.511059] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-29T20:18:05.511188] [INFO ] [sig       ] BSJS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:05.653936] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSJS.txt
[2025-12-29T20:18:05.654098] [INFO ] [sig       ] [520/3546] Completed BSJS in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:05.654138] [INFO ] [sig       ] [521/3546] Forecasting BSL...
[2025-12-29T20:18:05.654168] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-29T20:18:05.654199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-29T20:18:05.666787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-29T20:18:05.667169] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-29T20:18:05.668012] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-29T20:18:05.668067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:05.668100] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:05.668127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:05.668185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:05.726363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:05.727145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:05.727252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:05.727318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:05.848055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:05.848210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:05.848251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:05.848280] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:05.851780] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-12-29T20:18:05.852056] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-29T20:18:05.852181] [INFO ] [sig       ] BSL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:05.993496] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSL.txt
[2025-12-29T20:18:05.993685] [INFO ] [sig       ] [521/3546] Completed BSL in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:05.993729] [INFO ] [sig       ] [522/3546] Forecasting BSLK...
[2025-12-29T20:18:05.993762] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-29T20:18:05.993792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-29T20:18:06.005835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-29T20:18:06.006231] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-29T20:18:06.007087] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-29T20:18:06.007141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:06.007175] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:06.007201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:06.007260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:06.066277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:06.067135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:06.067219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:06.067253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:06.176894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:06.177047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:06.177085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:06.177113] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:06.180549] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-29T20:18:06.180846] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-29T20:18:06.180977] [INFO ] [sig       ] BSLK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:06.324550] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSLK.txt
[2025-12-29T20:18:06.324707] [INFO ] [sig       ] [522/3546] Completed BSLK in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:06.324746] [INFO ] [sig       ] [523/3546] Forecasting BSM...
[2025-12-29T20:18:06.324777] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-29T20:18:06.324807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-29T20:18:06.335903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-29T20:18:06.336196] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-29T20:18:06.336985] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-29T20:18:06.337037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:06.337068] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:06.337095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:06.337165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:06.394371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:06.395253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:06.395346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:06.395380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:06.525717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:06.525901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:06.525955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:06.526019] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:06.529646] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-12-29T20:18:06.529938] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-29T20:18:06.530067] [INFO ] [sig       ] BSM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:06.726637] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BSM.txt
[2025-12-29T20:18:06.726779] [INFO ] [sig       ] [523/3546] Completed BSM in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:06.726817] [INFO ] [sig       ] [524/3546] Forecasting BSMQ...
[2025-12-29T20:18:06.726846] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-29T20:18:06.726876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-29T20:18:06.738619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-29T20:18:06.738940] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-29T20:18:06.739758] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-29T20:18:06.739811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:06.739842] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:06.739868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:06.739926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:06.809235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:06.810412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:06.810516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:06.810559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:06.935055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:06.935219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:06.935260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:06.935287] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:06.938702] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-29T20:18:06.939069] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-29T20:18:06.939202] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:07.083244] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSMQ.txt
[2025-12-29T20:18:07.083389] [INFO ] [sig       ] [524/3546] Completed BSMQ in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-29T20:18:07.083428] [INFO ] [sig       ] [525/3546] Forecasting BSMS...
[2025-12-29T20:18:07.083459] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-29T20:18:07.083489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-29T20:18:07.095392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-29T20:18:07.095694] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-29T20:18:07.096467] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-29T20:18:07.096529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:07.096561] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:07.096607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:07.096668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:07.160485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:07.161723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:07.161823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:07.161863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:07.280994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:07.281177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:07.281218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:07.281247] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:07.284720] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-29T20:18:07.285005] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-29T20:18:07.285135] [INFO ] [sig       ] BSMS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:07.427705] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSMS.txt
[2025-12-29T20:18:07.427849] [INFO ] [sig       ] [525/3546] Completed BSMS in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-29T20:18:07.427889] [INFO ] [sig       ] [526/3546] Forecasting BSSX...
[2025-12-29T20:18:07.427918] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-29T20:18:07.427948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-29T20:18:07.440070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-29T20:18:07.440412] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-29T20:18:07.441231] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-29T20:18:07.441286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:07.441318] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:07.441345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:07.441404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:07.499809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:07.500624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:07.500707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:07.500740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:07.603812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:07.603967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:07.604005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:07.604032] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:07.607362] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-29T20:18:07.607656] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-29T20:18:07.607793] [INFO ] [sig       ] BSSX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:07.749674] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BSSX.txt
[2025-12-29T20:18:07.749813] [INFO ] [sig       ] [526/3546] Completed BSSX in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-29T20:18:07.749854] [INFO ] [sig       ] [527/3546] Forecasting BSTZ...
[2025-12-29T20:18:07.749885] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-29T20:18:07.749915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-29T20:18:07.765388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-29T20:18:07.765915] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-29T20:18:07.766958] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-29T20:18:07.767023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:07.767063] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:07.767097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:07.767178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:07.830033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:07.830913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:07.830996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:07.831030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:07.951114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:07.951277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:07.951322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:07.951352] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:07.955037] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=41.79%)
[2025-12-29T20:18:07.955361] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-29T20:18:07.955498] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:08.097455] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BSTZ.txt
[2025-12-29T20:18:08.097629] [INFO ] [sig       ] [527/3546] Completed BSTZ in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-29T20:18:08.097673] [INFO ] [sig       ] [528/3546] Forecasting BSVN...
[2025-12-29T20:18:08.097703] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-29T20:18:08.097732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-29T20:18:08.109807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-29T20:18:08.110223] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-29T20:18:08.111059] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-29T20:18:08.111114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:08.111146] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:08.111172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:08.111232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:08.172893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:08.173755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:08.173838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:08.173871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:08.291143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:08.291320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:08.291360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:08.291389] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:08.294975] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2025-12-29T20:18:08.295319] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-29T20:18:08.295462] [INFO ] [sig       ] BSVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:08.436346] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BSVN.txt
[2025-12-29T20:18:08.436514] [INFO ] [sig       ] [528/3546] Completed BSVN in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:08.436557] [INFO ] [sig       ] [529/3546] Forecasting BSVO...
[2025-12-29T20:18:08.436607] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-29T20:18:08.436639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-29T20:18:08.448564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-29T20:18:08.448887] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-29T20:18:08.449691] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-29T20:18:08.449743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:08.449774] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:08.449799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:08.449856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:08.506876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:08.507736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:08.507819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:08.507851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:08.634878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:08.635040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:08.635082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:08.635123] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:08.639320] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-12-29T20:18:08.639759] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-29T20:18:08.639917] [INFO ] [sig       ] BSVO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:08.799080] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BSVO.txt
[2025-12-29T20:18:08.799208] [INFO ] [sig       ] [529/3546] Completed BSVO in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:08.799247] [INFO ] [sig       ] [530/3546] Forecasting BSX...
[2025-12-29T20:18:08.799277] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-29T20:18:08.799306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-29T20:18:08.811418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-29T20:18:08.811833] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-29T20:18:08.812692] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-29T20:18:08.812747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:08.812778] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:08.812806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:08.812864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:08.869243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:08.870141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:08.870269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:08.870303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:08.989271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:08.989436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:08.989477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:08.989507] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:08.993076] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-12-29T20:18:08.993423] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-29T20:18:08.993564] [INFO ] [sig       ] BSX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:09.140205] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSX.txt
[2025-12-29T20:18:09.140372] [INFO ] [sig       ] [530/3546] Completed BSX in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:09.140413] [INFO ] [sig       ] [531/3546] Forecasting BSY...
[2025-12-29T20:18:09.140443] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-29T20:18:09.140473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-29T20:18:09.152686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-29T20:18:09.153057] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-29T20:18:09.153879] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-29T20:18:09.153933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:09.153964] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:09.153990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:09.154047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:09.215943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:09.216838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:09.216926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:09.216961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:09.339391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:09.339538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:09.339598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:09.339631] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:09.343072] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-12-29T20:18:09.343353] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-29T20:18:09.343481] [INFO ] [sig       ] BSY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:09.483608] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSY.txt
[2025-12-29T20:18:09.483736] [INFO ] [sig       ] [531/3546] Completed BSY in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:09.483775] [INFO ] [sig       ] [532/3546] Forecasting BTA...
[2025-12-29T20:18:09.483803] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-29T20:18:09.483833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-29T20:18:09.494988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-29T20:18:09.495296] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-29T20:18:09.496105] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-29T20:18:09.496158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:09.496190] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:09.496216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:09.496273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:09.553381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:09.554058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:09.554141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:09.554174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:09.673622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:09.673776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:09.673829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:09.673859] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:09.677204] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-12-29T20:18:09.677479] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-29T20:18:09.677621] [INFO ] [sig       ] BTA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:09.816446] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BTA.txt
[2025-12-29T20:18:09.816625] [INFO ] [sig       ] [532/3546] Completed BTA in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:09.816669] [INFO ] [sig       ] [533/3546] Forecasting BTAI...
[2025-12-29T20:18:09.816701] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-29T20:18:09.816730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-29T20:18:09.827992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-29T20:18:09.828353] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-29T20:18:09.829204] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-29T20:18:09.829258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:09.829291] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:09.829317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:09.829374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:09.886787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:09.887672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:09.887761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:09.887795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:10.007622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:10.007772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:10.007811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:10.007840] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:10.011278] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-12-29T20:18:10.011554] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-29T20:18:10.011702] [INFO ] [sig       ] BTAI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:10.151604] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BTAI.txt
[2025-12-29T20:18:10.151803] [INFO ] [sig       ] [533/3546] Completed BTAI in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:10.151847] [INFO ] [sig       ] [534/3546] Forecasting BTCS...
[2025-12-29T20:18:10.151876] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-29T20:18:10.151906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-29T20:18:10.163152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-29T20:18:10.163728] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-29T20:18:10.164531] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-29T20:18:10.164604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:10.164638] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:10.164666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:10.164724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:10.222471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:10.223380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:10.223466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:10.223500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:10.341239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:10.341444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:10.341490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:10.341520] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:10.345018] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-12-29T20:18:10.345302] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-29T20:18:10.345427] [INFO ] [sig       ] BTCS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:10.484651] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BTCS.txt
[2025-12-29T20:18:10.484781] [INFO ] [sig       ] [534/3546] Completed BTCS in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:10.484820] [INFO ] [sig       ] [535/3546] Forecasting BTE...
[2025-12-29T20:18:10.484850] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-29T20:18:10.484879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-29T20:18:10.495828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-29T20:18:10.496108] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-29T20:18:10.496897] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-29T20:18:10.496949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:10.496980] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:10.497007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:10.497066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:10.553040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:10.553690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:10.553767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:10.553803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:10.667925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:10.668080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:10.668121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:10.668150] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:10.671487] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-29T20:18:10.671805] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-29T20:18:10.671951] [INFO ] [sig       ] BTE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:10.810678] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BTE.txt
[2025-12-29T20:18:10.810860] [INFO ] [sig       ] [535/3546] Completed BTE in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:10.810900] [INFO ] [sig       ] [536/3546] Forecasting BTF...
[2025-12-29T20:18:10.810930] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-29T20:18:10.810960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-29T20:18:10.823708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-29T20:18:10.824151] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-29T20:18:10.825331] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-29T20:18:10.825411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:10.825477] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:10.825522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:10.825618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:10.886080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:10.886985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:10.887091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:10.887128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:11.012049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:11.012235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:11.012282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:11.012313] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:11.016025] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-29T20:18:11.016340] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-29T20:18:11.016485] [INFO ] [sig       ] BTF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:11.155631] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BTF.txt
[2025-12-29T20:18:11.155761] [INFO ] [sig       ] [536/3546] Completed BTF in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:11.155799] [INFO ] [sig       ] [537/3546] Forecasting BTI...
[2025-12-29T20:18:11.155828] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-29T20:18:11.155858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-29T20:18:11.167453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-29T20:18:11.167767] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-29T20:18:11.168538] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-29T20:18:11.168615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:11.168681] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:11.168710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:11.168785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:11.225319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:11.225972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:11.226052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:11.226087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:11.346739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:11.346899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:11.346939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:11.346969] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:11.350511] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-29T20:18:11.350812] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-29T20:18:11.350946] [INFO ] [sig       ] BTI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:11.491097] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BTI.txt
[2025-12-29T20:18:11.491263] [INFO ] [sig       ] [537/3546] Completed BTI in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:11.491303] [INFO ] [sig       ] [538/3546] Forecasting BTM...
[2025-12-29T20:18:11.491333] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-29T20:18:11.491364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-29T20:18:11.503479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-29T20:18:11.503898] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-29T20:18:11.504802] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-29T20:18:11.504858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:11.504890] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:11.504917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:11.504975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:11.562492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:11.563352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:11.563443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:11.563476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:11.679665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:11.679821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:11.679861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:11.679889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:11.683319] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-12-29T20:18:11.683614] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-29T20:18:11.683745] [INFO ] [sig       ] BTM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:11.831375] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BTM.txt
[2025-12-29T20:18:11.831503] [INFO ] [sig       ] [538/3546] Completed BTM in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:11.831543] [INFO ] [sig       ] [539/3546] Forecasting BTMD...
[2025-12-29T20:18:11.831591] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-29T20:18:11.831623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-29T20:18:11.842638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-29T20:18:11.842916] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-29T20:18:11.843725] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-29T20:18:11.843777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:11.843809] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:11.843836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:11.843893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:11.901437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:11.902055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:11.902135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:11.902166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:12.022154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:12.022307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:12.022345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:12.022372] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:12.025818] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-29T20:18:12.026098] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-29T20:18:12.026224] [INFO ] [sig       ] BTMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:12.178468] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BTMD.txt
[2025-12-29T20:18:12.178627] [INFO ] [sig       ] [539/3546] Completed BTMD in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:12.178669] [INFO ] [sig       ] [540/3546] Forecasting BTSG...
[2025-12-29T20:18:12.178704] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-29T20:18:12.178736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-29T20:18:12.190065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-29T20:18:12.190362] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-29T20:18:12.191191] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-29T20:18:12.191243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:12.191274] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:12.191300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:12.191357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:12.251233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:12.252167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:12.252251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:12.252284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:12.373938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:12.374094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:12.374138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:12.374202] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:12.377903] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-12-29T20:18:12.378214] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-29T20:18:12.378352] [INFO ] [sig       ] BTSG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:12.521454] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BTSG.txt
[2025-12-29T20:18:12.521608] [INFO ] [sig       ] [540/3546] Completed BTSG in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:12.521651] [INFO ] [sig       ] [541/3546] Forecasting BTZ...
[2025-12-29T20:18:12.521681] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-29T20:18:12.521710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-29T20:18:12.533188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-29T20:18:12.533465] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-29T20:18:12.534265] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-29T20:18:12.534319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:12.534350] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:12.534378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:12.534435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:12.592119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:12.592780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:12.592862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:12.592895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:12.707754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:12.707888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:12.707926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:12.707955] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:12.711366] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-29T20:18:12.711679] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-29T20:18:12.711812] [INFO ] [sig       ] BTZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:12.852476] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BTZ.txt
[2025-12-29T20:18:12.852619] [INFO ] [sig       ] [541/3546] Completed BTZ in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:12.852661] [INFO ] [sig       ] [542/3546] Forecasting BUD...
[2025-12-29T20:18:12.852690] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-29T20:18:12.852719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-29T20:18:12.863306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-29T20:18:12.863591] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-29T20:18:12.864359] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-29T20:18:12.864411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:12.864442] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:12.864468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:12.864531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:12.922013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:12.922719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:12.922800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:12.922832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:13.040403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:13.040523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:13.040559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:13.040610] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:13.043813] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=52.51%)
[2025-12-29T20:18:13.044079] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-29T20:18:13.044205] [INFO ] [sig       ] BUD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:13.183724] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BUD.txt
[2025-12-29T20:18:13.183840] [INFO ] [sig       ] [542/3546] Completed BUD in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-29T20:18:13.183879] [INFO ] [sig       ] [543/3546] Forecasting BUFC...
[2025-12-29T20:18:13.183908] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-29T20:18:13.183938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-29T20:18:13.194040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-29T20:18:13.194301] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-29T20:18:13.195210] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-29T20:18:13.195278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:13.195315] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:13.195348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:13.195416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:13.254164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:13.254798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:13.254876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:13.254910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:13.349077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:13.349216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:13.349254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:13.349297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:13.352626] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-29T20:18:13.352892] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-29T20:18:13.353016] [INFO ] [sig       ] BUFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:13.501901] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BUFC.txt
[2025-12-29T20:18:13.502045] [INFO ] [sig       ] [543/3546] Completed BUFC in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:13.502085] [INFO ] [sig       ] [544/3546] Forecasting BUG...
[2025-12-29T20:18:13.502114] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-29T20:18:13.502144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-29T20:18:13.513393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-29T20:18:13.513736] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-29T20:18:13.514567] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-29T20:18:13.514642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:13.514675] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:13.514702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:13.514761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:13.571605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:13.572296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:13.572375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:13.572407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:13.690034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:13.690200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:13.690246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:13.690281] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:13.693735] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-29T20:18:13.694038] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-29T20:18:13.694181] [INFO ] [sig       ] BUG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:13.835811] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BUG.txt
[2025-12-29T20:18:13.835995] [INFO ] [sig       ] [544/3546] Completed BUG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:13.836040] [INFO ] [sig       ] [545/3546] Forecasting BUI...
[2025-12-29T20:18:13.836070] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-29T20:18:13.836100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-29T20:18:13.847509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-29T20:18:13.847789] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-29T20:18:13.848559] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-29T20:18:13.848631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:13.848664] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:13.848691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:13.848749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:13.905141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:13.905760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:13.905838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:13.905881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:14.021499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:14.021648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:14.021686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:14.021714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:14.025022] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=61.69%)
[2025-12-29T20:18:14.025293] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-29T20:18:14.025418] [INFO ] [sig       ] BUI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:14.165300] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BUI.txt
[2025-12-29T20:18:14.165419] [INFO ] [sig       ] [545/3546] Completed BUI in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:14.165457] [INFO ] [sig       ] [546/3546] Forecasting BURL...
[2025-12-29T20:18:14.165488] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-29T20:18:14.165518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-29T20:18:14.177919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-29T20:18:14.178209] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-29T20:18:14.179202] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-29T20:18:14.179254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:14.179284] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:14.179311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:14.179368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:14.237327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:14.237982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:14.238059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:14.238091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:14.370173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:14.370509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:14.370549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:14.370599] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:14.374020] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-29T20:18:14.374347] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-29T20:18:14.374481] [INFO ] [sig       ] BURL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:14.519106] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BURL.txt
[2025-12-29T20:18:14.519249] [INFO ] [sig       ] [546/3546] Completed BURL in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:14.519287] [INFO ] [sig       ] [547/3546] Forecasting BUSE...
[2025-12-29T20:18:14.519315] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-29T20:18:14.519344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-29T20:18:14.530522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-29T20:18:14.530786] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-29T20:18:14.531561] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-29T20:18:14.531635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:14.531667] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:14.531694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:14.531761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:14.588739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:14.589397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:14.589503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:14.589538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:14.710257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:14.710415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:14.710455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:14.710484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:14.713954] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-12-29T20:18:14.714233] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-29T20:18:14.714357] [INFO ] [sig       ] BUSE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:14.857719] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BUSE.txt
[2025-12-29T20:18:14.857878] [INFO ] [sig       ] [547/3546] Completed BUSE in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:14.857920] [INFO ] [sig       ] [548/3546] Forecasting BUXX...
[2025-12-29T20:18:14.857950] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-29T20:18:14.857978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-29T20:18:14.869675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-29T20:18:14.870035] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-29T20:18:14.870844] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-29T20:18:14.870897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:14.870928] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:14.870955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:14.871013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:14.927672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:14.928504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:14.928606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:14.928640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:15.042825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:15.042982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:15.043022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:15.043050] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:15.046537] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=64.98%)
[2025-12-29T20:18:15.046868] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-29T20:18:15.047005] [INFO ] [sig       ] BUXX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:15.192196] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BUXX.txt
[2025-12-29T20:18:15.192458] [INFO ] [sig       ] [548/3546] Completed BUXX in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:15.192520] [INFO ] [sig       ] [549/3546] Forecasting BVFL...
[2025-12-29T20:18:15.192552] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-29T20:18:15.192615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-29T20:18:15.204884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-29T20:18:15.205178] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-29T20:18:15.205999] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-29T20:18:15.206053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:15.206084] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:15.206110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:15.206167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:15.264492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:15.265370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:15.265501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:15.265536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:15.385243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:15.385392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:15.385431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:15.385458] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:15.388791] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-12-29T20:18:15.389060] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-29T20:18:15.389191] [INFO ] [sig       ] BVFL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:15.532299] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BVFL.txt
[2025-12-29T20:18:15.532437] [INFO ] [sig       ] [549/3546] Completed BVFL in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:15.532477] [INFO ] [sig       ] [550/3546] Forecasting BVN...
[2025-12-29T20:18:15.532506] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-29T20:18:15.532536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-29T20:18:15.543470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-29T20:18:15.543740] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-29T20:18:15.544508] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-29T20:18:15.544560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:15.544612] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:15.544639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:15.544696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:15.601506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:15.602125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:15.602217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:15.602255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:15.722886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:15.723012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:15.723049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:15.723079] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:15.726300] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-29T20:18:15.726583] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-29T20:18:15.726729] [INFO ] [sig       ] BVN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:15.869288] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BVN.txt
[2025-12-29T20:18:15.869451] [INFO ] [sig       ] [550/3546] Completed BVN in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:15.869491] [INFO ] [sig       ] [551/3546] Forecasting BVS...
[2025-12-29T20:18:15.869522] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-29T20:18:15.869552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-29T20:18:15.881026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-29T20:18:15.881313] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-29T20:18:15.882506] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-29T20:18:15.882558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:15.882608] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:15.882635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:15.882692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:15.940410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:15.941117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:15.941211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:15.941251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:16.063174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:16.063311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:16.063351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:16.063379] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:16.066711] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-29T20:18:16.066981] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-29T20:18:16.067103] [INFO ] [sig       ] BVS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:16.207979] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BVS.txt
[2025-12-29T20:18:16.208136] [INFO ] [sig       ] [551/3546] Completed BVS in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:16.208175] [INFO ] [sig       ] [552/3546] Forecasting BWA...
[2025-12-29T20:18:16.208206] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-29T20:18:16.208236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-29T20:18:16.219962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-29T20:18:16.220216] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-29T20:18:16.221001] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-29T20:18:16.221053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:16.221084] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:16.221111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:16.221168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:16.278070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:16.278691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:16.278785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:16.278820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:16.401149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:16.401305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:16.401536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:16.401565] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:16.405201] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-29T20:18:16.405474] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-29T20:18:16.405617] [INFO ] [sig       ] BWA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:16.550973] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BWA.txt
[2025-12-29T20:18:16.551133] [INFO ] [sig       ] [552/3546] Completed BWA in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:16.551173] [INFO ] [sig       ] [553/3546] Forecasting BWAY...
[2025-12-29T20:18:16.551204] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-29T20:18:16.551234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-29T20:18:16.562549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-29T20:18:16.562819] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-29T20:18:16.563608] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-29T20:18:16.563660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:16.563692] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:16.563717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:16.563775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:16.619858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:16.620460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:16.620539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:16.620612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:16.741896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:16.742052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:16.742092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:16.742121] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:16.745469] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-12-29T20:18:16.745761] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-29T20:18:16.745887] [INFO ] [sig       ] BWAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:16.883759] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BWAY.txt
[2025-12-29T20:18:16.883903] [INFO ] [sig       ] [553/3546] Completed BWAY in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:16.883943] [INFO ] [sig       ] [554/3546] Forecasting BWB...
[2025-12-29T20:18:16.883972] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-29T20:18:16.884002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-29T20:18:16.896530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-29T20:18:16.896993] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-29T20:18:16.897824] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-29T20:18:16.897877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:16.897938] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:16.897965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:16.898023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:16.955043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:16.955692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:16.955772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:16.955804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:17.079254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:17.079627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:17.079670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:17.079698] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:17.083660] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-29T20:18:17.083959] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-29T20:18:17.084086] [INFO ] [sig       ] BWB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:17.232105] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BWB.txt
[2025-12-29T20:18:17.232248] [INFO ] [sig       ] [554/3546] Completed BWB in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:17.232289] [INFO ] [sig       ] [555/3546] Forecasting BWEN...
[2025-12-29T20:18:17.232319] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-29T20:18:17.232349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-29T20:18:17.244779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-29T20:18:17.245090] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-29T20:18:17.245907] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-29T20:18:17.245959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:17.245990] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:17.246015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:17.246072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:17.303010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:17.303612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:17.303691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:17.303723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:17.422522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:17.422665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:17.422705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:17.422732] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:17.425955] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-12-29T20:18:17.426225] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-29T20:18:17.426346] [INFO ] [sig       ] BWEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:17.564709] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BWEN.txt
[2025-12-29T20:18:17.564825] [INFO ] [sig       ] [555/3546] Completed BWEN in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:17.564864] [INFO ] [sig       ] [556/3546] Forecasting BWFG...
[2025-12-29T20:18:17.564894] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-29T20:18:17.564924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-29T20:18:17.576141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-29T20:18:17.576431] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-29T20:18:17.577422] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-29T20:18:17.577473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:17.577504] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:17.577530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:17.577604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:17.634874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:17.635635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:17.635711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:17.635742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:17.752097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:17.752257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:17.752295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:17.752322] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:17.755629] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-12-29T20:18:17.755904] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-29T20:18:17.756029] [INFO ] [sig       ] BWFG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:17.897562] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BWFG.txt
[2025-12-29T20:18:17.897699] [INFO ] [sig       ] [556/3546] Completed BWFG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-29T20:18:17.897737] [INFO ] [sig       ] [557/3546] Forecasting BWG...
[2025-12-29T20:18:17.897765] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-29T20:18:17.897795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-29T20:18:17.909267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-29T20:18:17.909634] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-29T20:18:17.910619] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-29T20:18:17.910684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:17.910726] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:17.910763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:17.910844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:17.980276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:17.981136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:17.981223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:17.981254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:18.102949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:18.103104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:18.103143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:18.103205] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:18.106731] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-29T20:18:18.107011] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-29T20:18:18.107140] [INFO ] [sig       ] BWG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:18.249717] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BWG.txt
[2025-12-29T20:18:18.249852] [INFO ] [sig       ] [557/3546] Completed BWG in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-29T20:18:18.249890] [INFO ] [sig       ] [558/3546] Forecasting BWIN...
[2025-12-29T20:18:18.249920] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-29T20:18:18.249950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-29T20:18:18.262814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-29T20:18:18.263251] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-29T20:18:18.264167] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-29T20:18:18.264224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:18.264257] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:18.264284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:18.264342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:18.320742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:18.321679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:18.321765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:18.321798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:18.441086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:18.441249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:18.441292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:18.441320] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:18.445032] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-29T20:18:18.445403] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-29T20:18:18.445538] [INFO ] [sig       ] BWIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:18.594362] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BWIN.txt
[2025-12-29T20:18:18.594562] [INFO ] [sig       ] [558/3546] Completed BWIN in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-29T20:18:18.594634] [INFO ] [sig       ] [559/3546] Forecasting BWMN...
[2025-12-29T20:18:18.594671] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-29T20:18:18.594711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-29T20:18:18.607352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-29T20:18:18.607700] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-29T20:18:18.608524] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-29T20:18:18.608602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:18.608637] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:18.608664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:18.608722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:18.669229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:18.670311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:18.670412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:18.670450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:18.820772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:18.820943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:18.820989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:18.821025] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:18.825382] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-29T20:18:18.825751] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-29T20:18:18.825908] [INFO ] [sig       ] BWMN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:18.967097] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BWMN.txt
[2025-12-29T20:18:18.967249] [INFO ] [sig       ] [559/3546] Completed BWMN in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-29T20:18:18.967291] [INFO ] [sig       ] [560/3546] Forecasting BXC...
[2025-12-29T20:18:18.967320] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-29T20:18:18.967352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-29T20:18:18.978087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-29T20:18:18.978412] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-29T20:18:18.979286] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-29T20:18:18.979341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:18.979384] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:18.979412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:18.979472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:19.037306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:19.037993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:19.038075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:19.038109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:19.173547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:19.173721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:19.173762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:19.173790] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:19.177269] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-29T20:18:19.177549] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-29T20:18:19.177698] [INFO ] [sig       ] BXC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:19.320264] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BXC.txt
[2025-12-29T20:18:19.320396] [INFO ] [sig       ] [560/3546] Completed BXC in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:19.320434] [INFO ] [sig       ] [561/3546] Forecasting BXMX...
[2025-12-29T20:18:19.320464] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-29T20:18:19.320496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-29T20:18:19.332026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-29T20:18:19.332294] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-29T20:18:19.333091] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-29T20:18:19.333144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:19.333177] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:19.333207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:19.333264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:19.389359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:19.390274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:19.390402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:19.390436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:19.514287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:19.514441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:19.514481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:19.514509] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:19.517907] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-12-29T20:18:19.518189] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-29T20:18:19.518321] [INFO ] [sig       ] BXMX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:19.660048] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BXMX.txt
[2025-12-29T20:18:19.660187] [INFO ] [sig       ] [561/3546] Completed BXMX in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:19.660226] [INFO ] [sig       ] [562/3546] Forecasting BXP...
[2025-12-29T20:18:19.660255] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-29T20:18:19.660287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-29T20:18:19.674195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-29T20:18:19.674512] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-29T20:18:19.675310] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-29T20:18:19.675363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:19.675395] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:19.675422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:19.675493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:19.736975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:19.737973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:19.738061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:19.738095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:19.861809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:19.861987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:19.862043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:19.862075] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:19.865547] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=19.73%)
[2025-12-29T20:18:19.865848] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-29T20:18:19.865978] [INFO ] [sig       ] BXP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:20.007873] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BXP.txt
[2025-12-29T20:18:20.008030] [INFO ] [sig       ] [562/3546] Completed BXP in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:20.008070] [INFO ] [sig       ] [563/3546] Forecasting BXSL...
[2025-12-29T20:18:20.008098] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-29T20:18:20.008129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-29T20:18:20.019565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-29T20:18:20.019951] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-29T20:18:20.020759] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-29T20:18:20.020811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:20.020842] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:20.020869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:20.020927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:20.079893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:20.080731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:20.080814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:20.080848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:20.218277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:20.218641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:20.218682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:20.218711] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:20.222354] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-29T20:18:20.222829] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-29T20:18:20.222966] [INFO ] [sig       ] BXSL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:20.366366] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BXSL.txt
[2025-12-29T20:18:20.366513] [INFO ] [sig       ] [563/3546] Completed BXSL in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:20.366599] [INFO ] [sig       ] [564/3546] Forecasting BYD...
[2025-12-29T20:18:20.366636] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-29T20:18:20.366668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-29T20:18:20.377951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-29T20:18:20.378325] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-29T20:18:20.379203] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-29T20:18:20.379258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:20.379290] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:20.379319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:20.379378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:20.439938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:20.440980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:20.441115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:20.441165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:20.568618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:20.568792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:20.568835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:20.568875] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:20.572406] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=24.56%)
[2025-12-29T20:18:20.572707] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-29T20:18:20.572835] [INFO ] [sig       ] BYD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:20.716653] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BYD.txt
[2025-12-29T20:18:20.716803] [INFO ] [sig       ] [564/3546] Completed BYD in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:20.716842] [INFO ] [sig       ] [565/3546] Forecasting BYM...
[2025-12-29T20:18:20.716872] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-29T20:18:20.716902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-29T20:18:20.730140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-29T20:18:20.730551] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-29T20:18:20.731410] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-29T20:18:20.731673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:20.731708] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:20.731735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:20.731794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:20.793354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:20.794404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:20.794498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:20.794536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:20.929955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:20.930116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:20.930156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:20.930184] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:20.933632] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=65.54%)
[2025-12-29T20:18:20.933913] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-29T20:18:20.934061] [INFO ] [sig       ] BYM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:21.077123] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BYM.txt
[2025-12-29T20:18:21.077281] [INFO ] [sig       ] [565/3546] Completed BYM in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:21.077326] [INFO ] [sig       ] [566/3546] Forecasting BYRN...
[2025-12-29T20:18:21.077354] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-29T20:18:21.077386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-29T20:18:21.088922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-29T20:18:21.089305] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-29T20:18:21.090127] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-29T20:18:21.090181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:21.090212] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:21.090239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:21.090300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:21.147289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:21.148150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:21.148232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:21.148264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:21.271076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:21.271233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:21.271272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:21.271299] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:21.274627] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-29T20:18:21.274895] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-29T20:18:21.275020] [INFO ] [sig       ] BYRN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:21.418867] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BYRN.txt
[2025-12-29T20:18:21.419039] [INFO ] [sig       ] [566/3546] Completed BYRN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:21.419081] [INFO ] [sig       ] [567/3546] Forecasting BYSI...
[2025-12-29T20:18:21.419111] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-29T20:18:21.419142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-29T20:18:21.430851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-29T20:18:21.431195] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-29T20:18:21.432055] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-29T20:18:21.432109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:21.432142] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:21.432168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:21.432227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:21.491540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:21.492429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:21.492513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:21.492547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:21.600074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:21.600239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:21.600287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:21.600342] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:21.603947] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-29T20:18:21.604259] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-29T20:18:21.604400] [INFO ] [sig       ] BYSI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:21.751077] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BYSI.txt
[2025-12-29T20:18:21.751257] [INFO ] [sig       ] [567/3546] Completed BYSI in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:21.751298] [INFO ] [sig       ] [568/3546] Forecasting BZ...
[2025-12-29T20:18:21.751327] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-29T20:18:21.751357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-29T20:18:21.763125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-29T20:18:21.763532] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-29T20:18:21.764438] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-29T20:18:21.764493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:21.764527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:21.764554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:21.764641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:21.823141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:21.824033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:21.824117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:21.824151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:21.948943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:21.949099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:21.949138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:21.949167] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:21.952512] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=60.04%)
[2025-12-29T20:18:21.952797] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-29T20:18:21.952921] [INFO ] [sig       ] BZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:22.091367] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BZ.txt
[2025-12-29T20:18:22.091522] [INFO ] [sig       ] [568/3546] Completed BZ in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:22.091561] [INFO ] [sig       ] [569/3546] Forecasting BZH...
[2025-12-29T20:18:22.091612] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-29T20:18:22.091645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-29T20:18:22.104308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-29T20:18:22.104671] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-29T20:18:22.105463] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-29T20:18:22.105515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:22.105545] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:22.105590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:22.105650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:22.161537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:22.162275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:22.162354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:22.162402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:22.282470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:22.282642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:22.282682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:22.282712] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:22.286120] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-12-29T20:18:22.286398] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-29T20:18:22.286526] [INFO ] [sig       ] BZH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:22.441237] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BZH.txt
[2025-12-29T20:18:22.441393] [INFO ] [sig       ] [569/3546] Completed BZH in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:22.441432] [INFO ] [sig       ] [570/3546] Forecasting BZUN...
[2025-12-29T20:18:22.441461] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-29T20:18:22.441491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-29T20:18:22.452256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-29T20:18:22.452564] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-29T20:18:22.453378] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-29T20:18:22.453430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:22.453462] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:22.453489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:22.453546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:22.510075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:22.510915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:22.510995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:22.511027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:22.632312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:22.632479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:22.632519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:22.632549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:22.636032] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-29T20:18:22.636315] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-29T20:18:22.636442] [INFO ] [sig       ] BZUN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:22.776811] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/BZUN.txt
[2025-12-29T20:18:22.776941] [INFO ] [sig       ] [570/3546] Completed BZUN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:22.776979] [INFO ] [sig       ] [571/3546] Forecasting C...
[2025-12-29T20:18:22.777007] [INFO ] [sig       ] Generating forecast for: C
[2025-12-29T20:18:22.777037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-29T20:18:22.787984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-29T20:18:22.788275] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-29T20:18:22.789088] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-29T20:18:22.789140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:22.789216] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:22.789246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:22.789325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:22.845672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:22.846531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:22.846632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:22.846666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:22.966893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:22.967045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:22.967083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:22.967111] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:22.970441] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-29T20:18:22.970734] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-29T20:18:22.970865] [INFO ] [sig       ] C: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:23.110176] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/C.txt
[2025-12-29T20:18:23.110313] [INFO ] [sig       ] [571/3546] Completed C in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:23.110351] [INFO ] [sig       ] [572/3546] Forecasting CAAP...
[2025-12-29T20:18:23.110380] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-29T20:18:23.110410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-29T20:18:23.122246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-29T20:18:23.122545] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-29T20:18:23.123347] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-29T20:18:23.123399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:23.123430] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:23.123456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:23.123512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:23.180790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:23.181506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:23.181608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:23.181666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:23.301697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:23.301851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:23.301890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:23.301920] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:23.305334] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-12-29T20:18:23.305624] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-29T20:18:23.305760] [INFO ] [sig       ] CAAP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:23.446547] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CAAP.txt
[2025-12-29T20:18:23.446703] [INFO ] [sig       ] [572/3546] Completed CAAP in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:23.446743] [INFO ] [sig       ] [573/3546] Forecasting CAAS...
[2025-12-29T20:18:23.446772] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-29T20:18:23.446801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-29T20:18:23.458087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-29T20:18:23.458430] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-29T20:18:23.459264] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-29T20:18:23.459339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:23.459379] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:23.459412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:23.459480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:23.515993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:23.516730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:23.516810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:23.516842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:23.622850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:23.622987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:23.623031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:23.623059] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:23.626354] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-12-29T20:18:23.626638] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-29T20:18:23.626771] [INFO ] [sig       ] CAAS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:23.766241] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CAAS.txt
[2025-12-29T20:18:23.766373] [INFO ] [sig       ] [573/3546] Completed CAAS in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-29T20:18:23.766411] [INFO ] [sig       ] [574/3546] Forecasting CABA...
[2025-12-29T20:18:23.766441] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-29T20:18:23.766471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-29T20:18:23.777372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-29T20:18:23.777691] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-29T20:18:23.778471] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-29T20:18:23.778524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:23.778555] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:23.778599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:23.778658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:23.834695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:23.835342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:23.835422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:23.835453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:23.951909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:23.952057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:23.952095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:23.952157] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:23.955503] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-12-29T20:18:23.955805] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-29T20:18:23.955938] [INFO ] [sig       ] CABA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:24.098831] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CABA.txt
[2025-12-29T20:18:24.099008] [INFO ] [sig       ] [574/3546] Completed CABA in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-29T20:18:24.099053] [INFO ] [sig       ] [575/3546] Forecasting CABO...
[2025-12-29T20:18:24.099084] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-29T20:18:24.099114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-29T20:18:24.110964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-29T20:18:24.111350] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-29T20:18:24.112257] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-29T20:18:24.112317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:24.112349] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:24.112376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:24.112434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:24.185331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:24.186191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:24.186273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:24.186306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:24.304027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:24.304169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:24.304208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:24.304236] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:24.307559] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-29T20:18:24.307851] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-29T20:18:24.307977] [INFO ] [sig       ] CABO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:24.450209] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CABO.txt
[2025-12-29T20:18:24.450389] [INFO ] [sig       ] [575/3546] Completed CABO in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-29T20:18:24.450436] [INFO ] [sig       ] [576/3546] Forecasting CAC...
[2025-12-29T20:18:24.450472] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-29T20:18:24.450501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-29T20:18:24.462334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-29T20:18:24.462801] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-29T20:18:24.463714] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-29T20:18:24.463771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:24.463804] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:24.463830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:24.463889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:24.526075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:24.526987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:24.527076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:24.527109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:24.655308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:24.655463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:24.655501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:24.655530] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:24.659218] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=48.60%)
[2025-12-29T20:18:24.659524] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-29T20:18:24.659677] [INFO ] [sig       ] CAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:24.808778] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CAC.txt
[2025-12-29T20:18:24.808941] [INFO ] [sig       ] [576/3546] Completed CAC in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-29T20:18:24.808983] [INFO ] [sig       ] [577/3546] Forecasting CACC...
[2025-12-29T20:18:24.809014] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-29T20:18:24.809046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-29T20:18:24.819820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-29T20:18:24.820122] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-29T20:18:24.820954] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-29T20:18:24.821005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:24.821037] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:24.821063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:24.821120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:24.878252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:24.879172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:24.879261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:24.879295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:25.004045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:25.004199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:25.004239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:25.004266] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:25.007819] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=25.61%)
[2025-12-29T20:18:25.008133] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-29T20:18:25.008266] [INFO ] [sig       ] CACC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:25.177810] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CACC.txt
[2025-12-29T20:18:25.177967] [INFO ] [sig       ] [577/3546] Completed CACC in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-29T20:18:25.178006] [INFO ] [sig       ] [578/3546] Forecasting CACI...
[2025-12-29T20:18:25.178034] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-29T20:18:25.178065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-29T20:18:25.190592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-29T20:18:25.191071] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-29T20:18:25.192072] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-29T20:18:25.192139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:25.192184] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:25.192227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:25.192309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:25.267744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:25.268653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:25.268753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:25.268812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:25.389203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:25.389364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:25.389404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:25.389433] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:25.392850] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-29T20:18:25.393166] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-29T20:18:25.393300] [INFO ] [sig       ] CACI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:25.533786] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CACI.txt
[2025-12-29T20:18:25.533956] [INFO ] [sig       ] [578/3546] Completed CACI in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:25.534000] [INFO ] [sig       ] [579/3546] Forecasting CADE...
[2025-12-29T20:18:25.534031] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-29T20:18:25.534063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-29T20:18:25.546285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-29T20:18:25.546714] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-29T20:18:25.547606] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-29T20:18:25.547665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:25.547699] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:25.547729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:25.547789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:25.605525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:25.606419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:25.606504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:25.606537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:25.724036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:25.724201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:25.724239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:25.724267] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:25.727620] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=23.14%)
[2025-12-29T20:18:25.727889] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-29T20:18:25.728013] [INFO ] [sig       ] CADE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:25.866431] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CADE.txt
[2025-12-29T20:18:25.866609] [INFO ] [sig       ] [579/3546] Completed CADE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:25.866650] [INFO ] [sig       ] [580/3546] Forecasting CADL...
[2025-12-29T20:18:25.866681] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-29T20:18:25.866715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-29T20:18:25.878387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-29T20:18:25.878832] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-29T20:18:25.879703] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-29T20:18:25.879755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:25.879787] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:25.879814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:25.879871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:25.936270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:25.937023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:25.937103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:25.937136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:26.056311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:26.056488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:26.056527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:26.056555] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:26.059987] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-29T20:18:26.060275] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-29T20:18:26.060409] [INFO ] [sig       ] CADL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:26.200690] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CADL.txt
[2025-12-29T20:18:26.200822] [INFO ] [sig       ] [580/3546] Completed CADL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:26.200861] [INFO ] [sig       ] [581/3546] Forecasting CAE...
[2025-12-29T20:18:26.200891] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-29T20:18:26.200920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-29T20:18:26.212126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-29T20:18:26.212396] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-29T20:18:26.213184] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-29T20:18:26.213236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:26.213267] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:26.213294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:26.213355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:26.269751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:26.270372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:26.270477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:26.270510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:26.390247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:26.390408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:26.390447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:26.390475] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:26.393810] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-29T20:18:26.394080] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-29T20:18:26.394202] [INFO ] [sig       ] CAE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:26.533202] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CAE.txt
[2025-12-29T20:18:26.533331] [INFO ] [sig       ] [581/3546] Completed CAE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:26.533371] [INFO ] [sig       ] [582/3546] Forecasting CAF...
[2025-12-29T20:18:26.533405] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-29T20:18:26.533434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-29T20:18:26.544860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-29T20:18:26.545144] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-29T20:18:26.545934] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-29T20:18:26.545985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:26.546017] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:26.546042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:26.546100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:26.602716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:26.603347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:26.603428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:26.603461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:26.717383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:26.717541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:26.717600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:26.717639] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:26.721669] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-12-29T20:18:26.721955] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-29T20:18:26.722085] [INFO ] [sig       ] CAF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:26.862785] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CAF.txt
[2025-12-29T20:18:26.862915] [INFO ] [sig       ] [582/3546] Completed CAF in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:26.862953] [INFO ] [sig       ] [583/3546] Forecasting CAG...
[2025-12-29T20:18:26.862982] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-29T20:18:26.863011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-29T20:18:26.874873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-29T20:18:26.875147] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-29T20:18:26.875951] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-29T20:18:26.876004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:26.876035] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:26.876061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:26.876119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:26.933006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:26.933757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:26.933838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:26.933870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:27.051647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:27.051805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:27.051844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:27.051872] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:27.055241] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=69.84%)
[2025-12-29T20:18:27.055551] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-29T20:18:27.055706] [INFO ] [sig       ] CAG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:27.196596] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CAG.txt
[2025-12-29T20:18:27.196764] [INFO ] [sig       ] [583/3546] Completed CAG in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:27.196804] [INFO ] [sig       ] [584/3546] Forecasting CAH...
[2025-12-29T20:18:27.196834] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-29T20:18:27.196864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-29T20:18:27.208870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-29T20:18:27.209282] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-29T20:18:27.210142] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-29T20:18:27.210195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:27.210239] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:27.210266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:27.210324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:27.268667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:27.269557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:27.269663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:27.269696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:27.385810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:27.385973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:27.386013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:27.386041] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:27.389489] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-12-29T20:18:27.389798] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-29T20:18:27.389926] [INFO ] [sig       ] CAH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:27.531090] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CAH.txt
[2025-12-29T20:18:27.531253] [INFO ] [sig       ] [584/3546] Completed CAH in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:27.531294] [INFO ] [sig       ] [585/3546] Forecasting CAKE...
[2025-12-29T20:18:27.531324] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-29T20:18:27.531353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-29T20:18:27.543002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-29T20:18:27.543280] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-29T20:18:27.544068] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-29T20:18:27.544121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:27.544152] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:27.544178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:27.544235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:27.600895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:27.601556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:27.601652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:27.601685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:27.721246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:27.721413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:27.721452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:27.721479] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:27.724933] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-12-29T20:18:27.725258] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-29T20:18:27.725397] [INFO ] [sig       ] CAKE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:27.866207] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CAKE.txt
[2025-12-29T20:18:27.866344] [INFO ] [sig       ] [585/3546] Completed CAKE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:27.866382] [INFO ] [sig       ] [586/3546] Forecasting CAL...
[2025-12-29T20:18:27.866411] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-29T20:18:27.866441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-29T20:18:27.878146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-29T20:18:27.878460] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-29T20:18:27.879498] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-29T20:18:27.879563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:27.879629] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:27.879664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:27.879726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:27.938089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:27.938848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:27.938930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:27.938963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:28.067813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:28.067973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:28.068012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:28.068040] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:28.071534] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-12-29T20:18:28.071834] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-29T20:18:28.071965] [INFO ] [sig       ] CAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:28.222239] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CAL.txt
[2025-12-29T20:18:28.222401] [INFO ] [sig       ] [586/3546] Completed CAL in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:28.222441] [INFO ] [sig       ] [587/3546] Forecasting CALC...
[2025-12-29T20:18:28.222470] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-29T20:18:28.222500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-29T20:18:28.234763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-29T20:18:28.235114] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-29T20:18:28.235925] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-29T20:18:28.235977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:28.236010] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:28.236035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:28.236092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:28.293011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:28.293741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:28.293823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:28.293855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:28.402728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:28.402869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:28.402907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:28.402936] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:28.406262] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-29T20:18:28.406565] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-29T20:18:28.406707] [INFO ] [sig       ] CALC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:28.546722] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CALC.txt
[2025-12-29T20:18:28.546853] [INFO ] [sig       ] [587/3546] Completed CALC in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:28.546896] [INFO ] [sig       ] [588/3546] Forecasting CALM...
[2025-12-29T20:18:28.546934] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-29T20:18:28.546963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-29T20:18:28.558137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-29T20:18:28.558432] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-29T20:18:28.559268] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-29T20:18:28.559320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:28.559378] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:28.559405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:28.559463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:28.620328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:28.621268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:28.621350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:28.621384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:28.756162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:28.756332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:28.756384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:28.756424] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:28.760081] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-12-29T20:18:28.760366] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-29T20:18:28.760521] [INFO ] [sig       ] CALM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:28.916462] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CALM.txt
[2025-12-29T20:18:28.916669] [INFO ] [sig       ] [588/3546] Completed CALM in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:28.916729] [INFO ] [sig       ] [589/3546] Forecasting CALX...
[2025-12-29T20:18:28.916772] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-29T20:18:28.916813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-29T20:18:28.929793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-29T20:18:28.930171] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-29T20:18:28.931042] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-29T20:18:28.931097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:28.931129] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:28.931166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:28.931231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:28.993491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:28.994463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:28.994569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:28.994642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:29.132487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:29.132666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:29.132710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:29.132741] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:29.136198] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=84.68%)
[2025-12-29T20:18:29.136478] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-29T20:18:29.136671] [INFO ] [sig       ] CALX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:29.288328] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CALX.txt
[2025-12-29T20:18:29.288506] [INFO ] [sig       ] [589/3546] Completed CALX in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-29T20:18:29.288547] [INFO ] [sig       ] [590/3546] Forecasting CAPL...
[2025-12-29T20:18:29.288596] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-29T20:18:29.288631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-29T20:18:29.300395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-29T20:18:29.300827] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-29T20:18:29.301688] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-29T20:18:29.301743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:29.301776] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:29.301802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:29.301859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:29.358871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:29.359648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:29.359731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:29.359763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:29.478175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:29.478337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:29.478376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:29.478404] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:29.481853] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-29T20:18:29.482137] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-29T20:18:29.482267] [INFO ] [sig       ] CAPL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:29.621896] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CAPL.txt
[2025-12-29T20:18:29.622049] [INFO ] [sig       ] [590/3546] Completed CAPL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-29T20:18:29.622089] [INFO ] [sig       ] [591/3546] Forecasting CARE...
[2025-12-29T20:18:29.622119] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-29T20:18:29.622151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-29T20:18:29.633922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-29T20:18:29.634230] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-29T20:18:29.635027] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-29T20:18:29.635079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:29.635110] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:29.635137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:29.635194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:29.692408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:29.693341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:29.693429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:29.693465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:29.825961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:29.826187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:29.826254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:29.826323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:29.830293] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=36.27%)
[2025-12-29T20:18:29.830894] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-29T20:18:29.831082] [INFO ] [sig       ] CARE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:29.990558] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CARE.txt
[2025-12-29T20:18:29.990741] [INFO ] [sig       ] [591/3546] Completed CARE in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-29T20:18:29.990783] [INFO ] [sig       ] [592/3546] Forecasting CARG...
[2025-12-29T20:18:29.990814] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-29T20:18:29.990846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-29T20:18:30.003390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-29T20:18:30.003792] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-29T20:18:30.004678] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-29T20:18:30.004739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:30.004774] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:30.004803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:30.004879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:30.069329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:30.070280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:30.070371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:30.070404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:30.210630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:30.210794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:30.210835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:30.210863] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:30.214826] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-29T20:18:30.215137] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-29T20:18:30.215282] [INFO ] [sig       ] CARG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:30.377456] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CARG.txt
[2025-12-29T20:18:30.377637] [INFO ] [sig       ] [592/3546] Completed CARG in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-29T20:18:30.377692] [INFO ] [sig       ] [593/3546] Forecasting CARS...
[2025-12-29T20:18:30.377738] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-29T20:18:30.377777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-29T20:18:30.390544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-29T20:18:30.390944] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-29T20:18:30.392173] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-29T20:18:30.392236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:30.392285] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:30.392329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:30.392412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:30.458500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:30.459405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:30.459509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:30.459542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:30.591294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:30.591451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:30.591507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:30.591552] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:30.595155] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=73.69%)
[2025-12-29T20:18:30.595439] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-29T20:18:30.595591] [INFO ] [sig       ] CARS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:30.750872] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CARS.txt
[2025-12-29T20:18:30.751024] [INFO ] [sig       ] [593/3546] Completed CARS in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-29T20:18:30.751065] [INFO ] [sig       ] [594/3546] Forecasting CASH...
[2025-12-29T20:18:30.751099] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-29T20:18:30.751130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-29T20:18:30.763267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-29T20:18:30.763626] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-29T20:18:30.764531] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-29T20:18:30.764602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:30.764636] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:30.764661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:30.764719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:30.828325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:30.829294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:30.829398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:30.829449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:30.956091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:30.956246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:30.956287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:30.956316] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:30.960065] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=37.27%)
[2025-12-29T20:18:30.960390] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-29T20:18:30.960551] [INFO ] [sig       ] CASH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:31.115511] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CASH.txt
[2025-12-29T20:18:31.115703] [INFO ] [sig       ] [594/3546] Completed CASH in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-29T20:18:31.115764] [INFO ] [sig       ] [595/3546] Forecasting CASS...
[2025-12-29T20:18:31.115804] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-29T20:18:31.115835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-29T20:18:31.128131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-29T20:18:31.128493] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-29T20:18:31.129442] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-29T20:18:31.129503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:31.129551] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:31.129604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:31.129681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:31.194951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:31.195778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:31.195864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:31.195897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:31.326535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:31.326723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:31.326771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:31.326800] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:31.330549] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-29T20:18:31.330859] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-29T20:18:31.331018] [INFO ] [sig       ] CASS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:31.479018] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CASS.txt
[2025-12-29T20:18:31.479170] [INFO ] [sig       ] [595/3546] Completed CASS in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:31.479212] [INFO ] [sig       ] [596/3546] Forecasting CASY...
[2025-12-29T20:18:31.479240] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-29T20:18:31.479277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-29T20:18:31.490713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-29T20:18:31.491022] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-29T20:18:31.491826] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-29T20:18:31.491879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:31.491910] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:31.491936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:31.491993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:31.548117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:31.548988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:31.549072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:31.549105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:31.671162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:31.671320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:31.671359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:31.671388] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:31.674822] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=79.18%)
[2025-12-29T20:18:31.675152] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-29T20:18:31.675288] [INFO ] [sig       ] CASY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:31.816518] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CASY.txt
[2025-12-29T20:18:31.816676] [INFO ] [sig       ] [596/3546] Completed CASY in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:31.816717] [INFO ] [sig       ] [597/3546] Forecasting CATH...
[2025-12-29T20:18:31.816747] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-29T20:18:31.816775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-29T20:18:31.828562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-29T20:18:31.828973] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-29T20:18:31.829785] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-29T20:18:31.829837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:31.829868] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:31.829894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:31.829951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:31.886454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:31.887242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:31.887325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:31.887357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:32.005937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:32.006100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:32.006142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:32.006172] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:32.009882] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=41.59%)
[2025-12-29T20:18:32.010162] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-29T20:18:32.010290] [INFO ] [sig       ] CATH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:32.153391] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CATH.txt
[2025-12-29T20:18:32.153536] [INFO ] [sig       ] [597/3546] Completed CATH in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:32.153595] [INFO ] [sig       ] [598/3546] Forecasting CATO...
[2025-12-29T20:18:32.153627] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-29T20:18:32.153657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-29T20:18:32.166562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-29T20:18:32.166930] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-29T20:18:32.167832] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-29T20:18:32.167885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:32.167916] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:32.167942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:32.168000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:32.225196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:32.225977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:32.226088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:32.226121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:32.348736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:32.348909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:32.348949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:32.348978] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:32.352451] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-29T20:18:32.352755] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-29T20:18:32.352887] [INFO ] [sig       ] CATO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:32.490804] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CATO.txt
[2025-12-29T20:18:32.490948] [INFO ] [sig       ] [598/3546] Completed CATO in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:32.490988] [INFO ] [sig       ] [599/3546] Forecasting CATY...
[2025-12-29T20:18:32.491025] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-29T20:18:32.491056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-29T20:18:32.503092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-29T20:18:32.503398] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-29T20:18:32.504260] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-29T20:18:32.504313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:32.504345] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:32.504371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:32.504429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:32.561524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:32.562243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:32.562325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:32.562359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:32.687853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:32.688040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:32.688081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:32.688110] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:32.691795] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-29T20:18:32.692076] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-29T20:18:32.692205] [INFO ] [sig       ] CATY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:32.832492] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CATY.txt
[2025-12-29T20:18:32.832666] [INFO ] [sig       ] [599/3546] Completed CATY in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:32.832708] [INFO ] [sig       ] [600/3546] Forecasting CAVA...
[2025-12-29T20:18:32.832737] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-29T20:18:32.832776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-29T20:18:32.845107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-29T20:18:32.845484] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-29T20:18:32.846393] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-29T20:18:32.846449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:32.846481] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:32.846508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:32.846566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:32.903928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:32.904632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:32.904717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:32.904749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:33.029873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:33.030028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:33.030068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:33.030098] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:33.033616] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2025-12-29T20:18:33.033895] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-29T20:18:33.034023] [INFO ] [sig       ] CAVA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:33.174355] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CAVA.txt
[2025-12-29T20:18:33.174506] [INFO ] [sig       ] [600/3546] Completed CAVA in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:33.174547] [INFO ] [sig       ] [601/3546] Forecasting CB...
[2025-12-29T20:18:33.174598] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-29T20:18:33.174630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-29T20:18:33.186427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-29T20:18:33.186764] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-29T20:18:33.187556] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-29T20:18:33.187629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:33.187661] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:33.187687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:33.187743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:33.244668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:33.245409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:33.245488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:33.245520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:33.369970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:33.370135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:33.370177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:33.370207] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:33.373688] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-29T20:18:33.373972] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-29T20:18:33.374106] [INFO ] [sig       ] CB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:33.514906] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CB.txt
[2025-12-29T20:18:33.515074] [INFO ] [sig       ] [601/3546] Completed CB in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:33.515114] [INFO ] [sig       ] [602/3546] Forecasting CBAN...
[2025-12-29T20:18:33.515145] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-29T20:18:33.515174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-29T20:18:33.527557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-29T20:18:33.527896] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-29T20:18:33.528726] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-29T20:18:33.528804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:33.528841] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:33.528869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:33.528929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:33.585971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:33.586701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:33.586782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:33.586814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:33.703669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:33.703830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:33.703900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:33.703948] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:33.707382] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-29T20:18:33.707709] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-29T20:18:33.707844] [INFO ] [sig       ] CBAN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:33.848957] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CBAN.txt
[2025-12-29T20:18:33.849108] [INFO ] [sig       ] [602/3546] Completed CBAN in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:33.849147] [INFO ] [sig       ] [603/3546] Forecasting CBL...
[2025-12-29T20:18:33.849177] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-29T20:18:33.849208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-29T20:18:33.861035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-29T20:18:33.861337] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-29T20:18:33.862141] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-29T20:18:33.862194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:33.862224] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:33.862251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:33.862307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:33.919794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:33.920547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:33.920669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:33.920708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:34.046719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:34.046896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:34.046937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:34.046966] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:34.050500] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=47.85%)
[2025-12-29T20:18:34.050831] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-29T20:18:34.050964] [INFO ] [sig       ] CBL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:34.191455] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CBL.txt
[2025-12-29T20:18:34.191624] [INFO ] [sig       ] [603/3546] Completed CBL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:34.191665] [INFO ] [sig       ] [604/3546] Forecasting CBNK...
[2025-12-29T20:18:34.191694] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-29T20:18:34.191725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-29T20:18:34.203065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-29T20:18:34.203372] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-29T20:18:34.204189] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-29T20:18:34.204242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:34.204273] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:34.204300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:34.204358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:34.261923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:34.262768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:34.262852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:34.262920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:34.384299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:34.384469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:34.384510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:34.384538] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:34.387970] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-29T20:18:34.388253] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-29T20:18:34.388383] [INFO ] [sig       ] CBNK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:34.530984] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CBNK.txt
[2025-12-29T20:18:34.531234] [INFO ] [sig       ] [604/3546] Completed CBNK in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:34.531304] [INFO ] [sig       ] [605/3546] Forecasting CBRE...
[2025-12-29T20:18:34.531340] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-29T20:18:34.531371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-29T20:18:34.544024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-29T20:18:34.544362] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-29T20:18:34.545292] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-29T20:18:34.545359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:34.545425] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:34.545463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:34.545530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:34.610032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:34.610863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:34.610949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:34.610982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:34.729897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:34.730050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:34.730091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:34.730119] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:34.733530] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-29T20:18:34.733838] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-29T20:18:34.733969] [INFO ] [sig       ] CBRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:34.882772] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CBRE.txt
[2025-12-29T20:18:34.882933] [INFO ] [sig       ] [605/3546] Completed CBRE in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:34.882975] [INFO ] [sig       ] [606/3546] Forecasting CBRL...
[2025-12-29T20:18:34.883008] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-29T20:18:34.883039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-29T20:18:34.897118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-29T20:18:34.897592] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-29T20:18:34.898715] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-29T20:18:34.898802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:34.898899] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:34.898939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:34.899016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:34.956461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:34.957321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:34.957404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:34.957437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:35.079530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:35.079694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:35.079736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:35.079766] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:35.083159] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-29T20:18:35.083437] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-29T20:18:35.083562] [INFO ] [sig       ] CBRL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:35.222161] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CBRL.txt
[2025-12-29T20:18:35.222293] [INFO ] [sig       ] [606/3546] Completed CBRL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:35.222332] [INFO ] [sig       ] [607/3546] Forecasting CBSH...
[2025-12-29T20:18:35.222361] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-29T20:18:35.222391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-29T20:18:35.233762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-29T20:18:35.234107] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-29T20:18:35.234968] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-29T20:18:35.235022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:35.235055] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:35.235084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:35.235142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:35.293158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:35.293926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:35.294009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:35.294043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:35.411776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:35.411938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:35.411980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:35.412008] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:35.415527] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=83.79%)
[2025-12-29T20:18:35.415825] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-29T20:18:35.415955] [INFO ] [sig       ] CBSH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:35.559959] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CBSH.txt
[2025-12-29T20:18:35.560129] [INFO ] [sig       ] [607/3546] Completed CBSH in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-29T20:18:35.560171] [INFO ] [sig       ] [608/3546] Forecasting CBUS...
[2025-12-29T20:18:35.560201] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-29T20:18:35.560232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-29T20:18:35.572196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-29T20:18:35.572554] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-29T20:18:35.573407] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-29T20:18:35.573459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:35.573491] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:35.573517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:35.573592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:35.631240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:35.632185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:35.632312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:35.632346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:35.751744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:35.751905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:35.751943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:35.752003] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:35.755437] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=24.67%)
[2025-12-29T20:18:35.755733] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-29T20:18:35.755860] [INFO ] [sig       ] CBUS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:35.896644] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CBUS.txt
[2025-12-29T20:18:35.896805] [INFO ] [sig       ] [608/3546] Completed CBUS in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-29T20:18:35.896844] [INFO ] [sig       ] [609/3546] Forecasting CBZ...
[2025-12-29T20:18:35.896874] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-29T20:18:35.896905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-29T20:18:35.908071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-29T20:18:35.908327] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-29T20:18:35.909152] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-29T20:18:35.909204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:35.909235] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:35.909261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:35.909317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:35.966174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:35.967035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:35.967135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:35.967169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:36.083797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:36.083951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:36.083989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:36.084017] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:36.087405] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=93.40%)
[2025-12-29T20:18:36.087691] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-29T20:18:36.087815] [INFO ] [sig       ] CBZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:36.227773] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CBZ.txt
[2025-12-29T20:18:36.227905] [INFO ] [sig       ] [609/3546] Completed CBZ in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-29T20:18:36.227944] [INFO ] [sig       ] [610/3546] Forecasting CC...
[2025-12-29T20:18:36.227973] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-29T20:18:36.228003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-29T20:18:36.240495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-29T20:18:36.240934] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-29T20:18:36.241749] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-29T20:18:36.241800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:36.241832] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:36.241859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:36.241917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:36.298212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:36.299018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:36.299099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:36.299131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:36.421671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:36.421831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:36.421871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:36.421899] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:36.425223] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-12-29T20:18:36.425492] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-29T20:18:36.425636] [INFO ] [sig       ] CC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:36.567004] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CC.txt
[2025-12-29T20:18:36.567183] [INFO ] [sig       ] [610/3546] Completed CC in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-29T20:18:36.567224] [INFO ] [sig       ] [611/3546] Forecasting CCAP...
[2025-12-29T20:18:36.567267] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-29T20:18:36.567300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-29T20:18:36.580152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-29T20:18:36.580473] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-29T20:18:36.581285] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-29T20:18:36.581345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:36.581378] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:36.581404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:36.581462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:36.640406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:36.641220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:36.641305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:36.641338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:36.760681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:36.760842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:36.760882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:36.760911] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:36.764338] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=34.33%)
[2025-12-29T20:18:36.764642] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-29T20:18:36.764790] [INFO ] [sig       ] CCAP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:36.913285] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CCAP.txt
[2025-12-29T20:18:36.913484] [INFO ] [sig       ] [611/3546] Completed CCAP in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-29T20:18:36.913532] [INFO ] [sig       ] [612/3546] Forecasting CCB...
[2025-12-29T20:18:36.913565] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-29T20:18:36.913625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-29T20:18:36.925025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-29T20:18:36.925412] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-29T20:18:36.926233] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-29T20:18:36.926286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:36.926318] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:36.926344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:36.926402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:36.983072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:36.983976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:36.984077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:36.984110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:37.106214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:37.106406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:37.106447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:37.106477] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:37.109988] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-12-29T20:18:37.110282] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-29T20:18:37.110415] [INFO ] [sig       ] CCB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:37.251014] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCB.txt
[2025-12-29T20:18:37.251155] [INFO ] [sig       ] [612/3546] Completed CCB in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-29T20:18:37.251194] [INFO ] [sig       ] [613/3546] Forecasting CCBG...
[2025-12-29T20:18:37.251223] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-29T20:18:37.251253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-29T20:18:37.263031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-29T20:18:37.263350] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-29T20:18:37.264173] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-29T20:18:37.264225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:37.264256] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:37.264282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:37.264339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:37.320886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:37.321603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:37.321683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:37.321715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:37.437828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:37.437993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:37.438032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:37.438059] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:37.441439] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-29T20:18:37.441781] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-29T20:18:37.441911] [INFO ] [sig       ] CCBG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:37.582049] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCBG.txt
[2025-12-29T20:18:37.582187] [INFO ] [sig       ] [613/3546] Completed CCBG in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:37.582226] [INFO ] [sig       ] [614/3546] Forecasting CCCC...
[2025-12-29T20:18:37.582256] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-29T20:18:37.582285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-29T20:18:37.593819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-29T20:18:37.594106] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-29T20:18:37.594913] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-29T20:18:37.594965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:37.594997] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:37.595023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:37.595079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:37.653068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:37.653889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:37.653972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:37.654006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:37.779851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:37.780008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:37.780049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:37.780078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:37.783494] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-29T20:18:37.783791] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-29T20:18:37.783921] [INFO ] [sig       ] CCCC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:37.923045] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CCCC.txt
[2025-12-29T20:18:37.923177] [INFO ] [sig       ] [614/3546] Completed CCCC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:37.923216] [INFO ] [sig       ] [615/3546] Forecasting CCD...
[2025-12-29T20:18:37.923245] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-29T20:18:37.923275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-29T20:18:37.934734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-29T20:18:37.935015] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-29T20:18:37.935842] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-29T20:18:37.935896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:37.935928] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:37.935958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:37.936018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:37.994117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:37.994850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:37.994960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:37.994996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:38.111354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:38.111518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:38.111560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:38.111608] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:38.114943] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=56.09%)
[2025-12-29T20:18:38.115210] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-29T20:18:38.115334] [INFO ] [sig       ] CCD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:38.256038] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCD.txt
[2025-12-29T20:18:38.256188] [INFO ] [sig       ] [615/3546] Completed CCD in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:38.256227] [INFO ] [sig       ] [616/3546] Forecasting CCEC...
[2025-12-29T20:18:38.256255] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-29T20:18:38.256286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-29T20:18:38.269110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-29T20:18:38.269438] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-29T20:18:38.270268] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-29T20:18:38.270322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:38.270353] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:38.270380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:38.270437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:38.328979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:38.329663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:38.329756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:38.329796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:38.436221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:38.436380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:38.436421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:38.436452] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:38.439955] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-29T20:18:38.440247] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-29T20:18:38.440378] [INFO ] [sig       ] CCEC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:38.583049] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCEC.txt
[2025-12-29T20:18:38.583208] [INFO ] [sig       ] [616/3546] Completed CCEC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:38.583266] [INFO ] [sig       ] [617/3546] Forecasting CCEP...
[2025-12-29T20:18:38.583310] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-29T20:18:38.583342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-29T20:18:38.594460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-29T20:18:38.594765] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-29T20:18:38.595538] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-29T20:18:38.595616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:38.595651] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:38.595679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:38.595739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:38.655315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:38.656127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:38.656213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:38.656246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:38.785511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:38.785688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:38.785733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:38.785763] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:38.789562] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=59.06%)
[2025-12-29T20:18:38.789912] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-29T20:18:38.790051] [INFO ] [sig       ] CCEP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:38.929592] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCEP.txt
[2025-12-29T20:18:38.929727] [INFO ] [sig       ] [617/3546] Completed CCEP in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:38.929765] [INFO ] [sig       ] [618/3546] Forecasting CCI...
[2025-12-29T20:18:38.929794] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-29T20:18:38.929823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-29T20:18:38.941009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-29T20:18:38.941329] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-29T20:18:38.942141] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-29T20:18:38.942194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:38.942226] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:38.942252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:38.942309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:38.999363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:39.000280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:39.000373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:39.000405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:39.120589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:39.120740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:39.120778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:39.120807] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:39.124108] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-29T20:18:39.124379] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-29T20:18:39.124500] [INFO ] [sig       ] CCI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:39.265973] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCI.txt
[2025-12-29T20:18:39.266136] [INFO ] [sig       ] [618/3546] Completed CCI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:39.266177] [INFO ] [sig       ] [619/3546] Forecasting CCIF...
[2025-12-29T20:18:39.266206] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-29T20:18:39.266234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-29T20:18:39.277041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-29T20:18:39.277310] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-29T20:18:39.278101] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-29T20:18:39.278153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:39.278194] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:39.278222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:39.278279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:39.335970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:39.336766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:39.336847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:39.336880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:39.457007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:39.457161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:39.457200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:39.457229] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:39.460658] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-29T20:18:39.460934] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-29T20:18:39.461059] [INFO ] [sig       ] CCIF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:39.621106] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCIF.txt
[2025-12-29T20:18:39.621300] [INFO ] [sig       ] [619/3546] Completed CCIF in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:39.621356] [INFO ] [sig       ] [620/3546] Forecasting CCJ...
[2025-12-29T20:18:39.621389] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-29T20:18:39.621420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-29T20:18:39.634064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-29T20:18:39.634454] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-29T20:18:39.635412] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-29T20:18:39.635467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:39.635501] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:39.635530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:39.635619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:39.695274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:39.696132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:39.696246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:39.696294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:39.829949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:39.830106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:39.830147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:39.830176] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:39.833666] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-12-29T20:18:39.833951] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-29T20:18:39.834079] [INFO ] [sig       ] CCJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:39.977053] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCJ.txt
[2025-12-29T20:18:39.977209] [INFO ] [sig       ] [620/3546] Completed CCJ in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:39.977248] [INFO ] [sig       ] [621/3546] Forecasting CCK...
[2025-12-29T20:18:39.977278] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-29T20:18:39.977308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-29T20:18:39.989133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-29T20:18:39.989519] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-29T20:18:39.990410] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-29T20:18:39.990466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:39.990500] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:39.990527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:39.990605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:40.049720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:40.050608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:40.050695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:40.050728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:40.183214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:40.183378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:40.183422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:40.183453] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:40.187149] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-29T20:18:40.187433] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-29T20:18:40.187566] [INFO ] [sig       ] CCK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:40.332875] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCK.txt
[2025-12-29T20:18:40.333030] [INFO ] [sig       ] [621/3546] Completed CCK in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:40.333069] [INFO ] [sig       ] [622/3546] Forecasting CCL...
[2025-12-29T20:18:40.333098] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-29T20:18:40.333129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-29T20:18:40.344712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-29T20:18:40.345091] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-29T20:18:40.345910] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-29T20:18:40.345964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:40.346039] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:40.346067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:40.346125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:40.405210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:40.406106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:40.406190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:40.406225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:40.533940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:40.534284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:40.534322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:40.534350] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:40.537992] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-12-29T20:18:40.538260] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-29T20:18:40.538383] [INFO ] [sig       ] CCL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:40.682234] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CCL.txt
[2025-12-29T20:18:40.682378] [INFO ] [sig       ] [622/3546] Completed CCL in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-29T20:18:40.682419] [INFO ] [sig       ] [623/3546] Forecasting CCLD...
[2025-12-29T20:18:40.682474] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-29T20:18:40.682504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-29T20:18:40.693560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-29T20:18:40.693882] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-29T20:18:40.694726] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-29T20:18:40.694781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:40.694813] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:40.694839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:40.694897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:40.752843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:40.753650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:40.753765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:40.753818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:40.874826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:40.874975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:40.875016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:40.875044] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:40.878458] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=68.68%)
[2025-12-29T20:18:40.878795] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-29T20:18:40.878930] [INFO ] [sig       ] CCLD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:41.018623] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCLD.txt
[2025-12-29T20:18:41.018785] [INFO ] [sig       ] [623/3546] Completed CCLD in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-29T20:18:41.018827] [INFO ] [sig       ] [624/3546] Forecasting CCNE...
[2025-12-29T20:18:41.018857] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-29T20:18:41.018887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-29T20:18:41.030274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-29T20:18:41.030598] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-29T20:18:41.031395] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-29T20:18:41.031449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:41.031482] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:41.031510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:41.031569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:41.088083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:41.088748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:41.088858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:41.088892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:41.209803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:41.209958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:41.209997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:41.210026] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:41.213530] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-29T20:18:41.213836] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-29T20:18:41.213967] [INFO ] [sig       ] CCNE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:41.354855] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCNE.txt
[2025-12-29T20:18:41.354987] [INFO ] [sig       ] [624/3546] Completed CCNE in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-29T20:18:41.355025] [INFO ] [sig       ] [625/3546] Forecasting CCO...
[2025-12-29T20:18:41.355054] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-29T20:18:41.355084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-29T20:18:41.366648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-29T20:18:41.366979] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-29T20:18:41.367812] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-29T20:18:41.367865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:41.367897] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:41.367924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:41.367983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:41.426777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:41.427499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:41.427596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:41.427631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:41.545932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:41.546081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:41.546120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:41.546203] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:41.549707] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-12-29T20:18:41.549983] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-29T20:18:41.550108] [INFO ] [sig       ] CCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:41.690994] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CCO.txt
[2025-12-29T20:18:41.691127] [INFO ] [sig       ] [625/3546] Completed CCO in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-29T20:18:41.691165] [INFO ] [sig       ] [626/3546] Forecasting CCOI...
[2025-12-29T20:18:41.691194] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-29T20:18:41.691224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-29T20:18:41.702275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-29T20:18:41.702625] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-29T20:18:41.703455] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-29T20:18:41.703508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:41.703538] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:41.703566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:41.703677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:41.763525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:41.764382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:41.764468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:41.764502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:41.881707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:41.881855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:41.881896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:41.881939] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:41.885363] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-29T20:18:41.885712] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-29T20:18:41.885852] [INFO ] [sig       ] CCOI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:42.036176] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CCOI.txt
[2025-12-29T20:18:42.036328] [INFO ] [sig       ] [626/3546] Completed CCOI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-29T20:18:42.036367] [INFO ] [sig       ] [627/3546] Forecasting CCRN...
[2025-12-29T20:18:42.036398] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-29T20:18:42.036426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-29T20:18:42.049149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-29T20:18:42.049552] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-29T20:18:42.050439] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-29T20:18:42.050494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:42.050527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:42.050555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:42.050640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:42.129201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:42.130276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:42.130365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:42.130400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:42.255522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:42.255689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:42.255730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:42.255760] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:42.259234] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-29T20:18:42.259524] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-29T20:18:42.259678] [INFO ] [sig       ] CCRN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:42.442134] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCRN.txt
[2025-12-29T20:18:42.442297] [INFO ] [sig       ] [627/3546] Completed CCRN in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-29T20:18:42.442337] [INFO ] [sig       ] [628/3546] Forecasting CCS...
[2025-12-29T20:18:42.442366] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-29T20:18:42.442398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-29T20:18:42.454182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-29T20:18:42.454586] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-29T20:18:42.455420] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-29T20:18:42.455475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:42.455506] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:42.455534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:42.455627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:42.513868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:42.514789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:42.514877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:42.514925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:42.633492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:42.633681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:42.633740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:42.633773] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:42.637246] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=52.67%)
[2025-12-29T20:18:42.637530] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-29T20:18:42.637682] [INFO ] [sig       ] CCS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:42.776465] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCS.txt
[2025-12-29T20:18:42.776639] [INFO ] [sig       ] [628/3546] Completed CCS in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-29T20:18:42.776681] [INFO ] [sig       ] [629/3546] Forecasting CCSI...
[2025-12-29T20:18:42.776712] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-29T20:18:42.776744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-29T20:18:42.791738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-29T20:18:42.792096] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-29T20:18:42.792976] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-29T20:18:42.793031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:42.793063] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:42.793090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:42.793147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:42.849542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:42.850372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:42.850456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:42.850489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:42.966458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:42.966629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:42.966670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:42.966698] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:42.970305] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-29T20:18:42.970628] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-29T20:18:42.970777] [INFO ] [sig       ] CCSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:43.110408] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CCSI.txt
[2025-12-29T20:18:43.110558] [INFO ] [sig       ] [629/3546] Completed CCSI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-29T20:18:43.110618] [INFO ] [sig       ] [630/3546] Forecasting CDC...
[2025-12-29T20:18:43.110649] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-29T20:18:43.110682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-29T20:18:43.121883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-29T20:18:43.122230] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-29T20:18:43.123159] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-29T20:18:43.123215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:43.123247] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:43.123284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:43.123344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:43.180483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:43.181348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:43.181433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:43.181467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:43.303624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:43.303786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:43.303830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:43.303858] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:43.307359] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-12-29T20:18:43.307662] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-29T20:18:43.307810] [INFO ] [sig       ] CDC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:43.455082] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CDC.txt
[2025-12-29T20:18:43.455264] [INFO ] [sig       ] [630/3546] Completed CDC in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:43.455314] [INFO ] [sig       ] [631/3546] Forecasting CDE...
[2025-12-29T20:18:43.455345] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-29T20:18:43.455374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-29T20:18:43.466703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-29T20:18:43.467063] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-29T20:18:43.467890] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-29T20:18:43.467942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:43.467973] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:43.467999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:43.468057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:43.526770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:43.527880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:43.527969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:43.528002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:43.670906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:43.671059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:43.671099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:43.671128] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:43.674495] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-12-29T20:18:43.674789] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-29T20:18:43.674916] [INFO ] [sig       ] CDE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:43.816774] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDE.txt
[2025-12-29T20:18:43.816934] [INFO ] [sig       ] [631/3546] Completed CDE in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:43.816974] [INFO ] [sig       ] [632/3546] Forecasting CDIO...
[2025-12-29T20:18:43.817004] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-29T20:18:43.817033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-29T20:18:43.829163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-29T20:18:43.829620] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-29T20:18:43.830512] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-29T20:18:43.830568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:43.830629] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:43.830659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:43.830717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:43.888846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:43.889753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:43.889923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:43.889971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:44.018310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:44.018464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:44.018503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:44.018532] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:44.021921] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=30.39%)
[2025-12-29T20:18:44.022192] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-29T20:18:44.022319] [INFO ] [sig       ] CDIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:44.166765] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDIO.txt
[2025-12-29T20:18:44.166923] [INFO ] [sig       ] [632/3546] Completed CDIO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:44.166962] [INFO ] [sig       ] [633/3546] Forecasting CDL...
[2025-12-29T20:18:44.166994] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-29T20:18:44.167024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-29T20:18:44.178267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-29T20:18:44.178606] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-29T20:18:44.179416] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-29T20:18:44.179468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:44.179500] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:44.179527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:44.179607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:44.236641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:44.237488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:44.237601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:44.237636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:44.345909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:44.346067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:44.346107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:44.346135] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:44.349595] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-29T20:18:44.349894] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-29T20:18:44.350026] [INFO ] [sig       ] CDL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:44.492361] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDL.txt
[2025-12-29T20:18:44.492512] [INFO ] [sig       ] [633/3546] Completed CDL in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:44.492551] [INFO ] [sig       ] [634/3546] Forecasting CDNA...
[2025-12-29T20:18:44.492601] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-29T20:18:44.492633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-29T20:18:44.503706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-29T20:18:44.504082] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-29T20:18:44.504911] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-29T20:18:44.504966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:44.504998] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:44.505024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:44.505082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:44.563887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:44.564730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:44.564810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:44.564842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:44.684494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:44.684680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:44.684725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:44.684754] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:44.688205] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=22.41%)
[2025-12-29T20:18:44.688479] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-29T20:18:44.688626] [INFO ] [sig       ] CDNA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:44.832763] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDNA.txt
[2025-12-29T20:18:44.832889] [INFO ] [sig       ] [634/3546] Completed CDNA in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:44.832928] [INFO ] [sig       ] [635/3546] Forecasting CDNS...
[2025-12-29T20:18:44.832958] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-29T20:18:44.832987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-29T20:18:44.844535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-29T20:18:44.844846] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-29T20:18:44.845664] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-29T20:18:44.845716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:44.845748] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:44.845775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:44.845834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:44.903594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:44.904445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:44.904545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:44.904608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:45.029742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:45.029943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:45.030005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:45.030049] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:45.034659] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-29T20:18:45.035026] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-29T20:18:45.035204] [INFO ] [sig       ] CDNS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:45.179963] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDNS.txt
[2025-12-29T20:18:45.180182] [INFO ] [sig       ] [635/3546] Completed CDNS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:45.180225] [INFO ] [sig       ] [636/3546] Forecasting CDP...
[2025-12-29T20:18:45.180256] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-29T20:18:45.180285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-29T20:18:45.192020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-29T20:18:45.192409] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-29T20:18:45.193256] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-29T20:18:45.193311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:45.193344] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:45.193372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:45.193430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:45.252802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:45.253730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:45.253833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:45.253868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:45.371921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:45.372080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:45.372121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:45.372149] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:45.375537] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-12-29T20:18:45.375833] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-29T20:18:45.375959] [INFO ] [sig       ] CDP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:45.513827] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDP.txt
[2025-12-29T20:18:45.513985] [INFO ] [sig       ] [636/3546] Completed CDP in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:45.514207] [INFO ] [sig       ] [637/3546] Forecasting CDRE...
[2025-12-29T20:18:45.514238] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-29T20:18:45.514268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-29T20:18:45.526030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-29T20:18:45.526330] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-29T20:18:45.527136] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-29T20:18:45.527188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:45.527219] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:45.527247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:45.527303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:45.583329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:45.584060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:45.584141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:45.584173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:45.701899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:45.702056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:45.702095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:45.702124] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:45.705537] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-12-29T20:18:45.705864] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-29T20:18:45.706002] [INFO ] [sig       ] CDRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:45.849126] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDRE.txt
[2025-12-29T20:18:45.849256] [INFO ] [sig       ] [637/3546] Completed CDRE in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:45.849295] [INFO ] [sig       ] [638/3546] Forecasting CDRO...
[2025-12-29T20:18:45.849325] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-29T20:18:45.849354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-29T20:18:45.860400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-29T20:18:45.860705] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-29T20:18:45.861484] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-29T20:18:45.861536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:45.861595] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:45.861625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:45.861683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:45.918663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:45.919263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:45.919340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:45.919371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:46.027311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:46.027458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:46.027496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:46.027525] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:46.030885] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-12-29T20:18:46.031151] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-29T20:18:46.031277] [INFO ] [sig       ] CDRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:46.171622] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CDRO.txt
[2025-12-29T20:18:46.171739] [INFO ] [sig       ] [638/3546] Completed CDRO in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:46.171778] [INFO ] [sig       ] [639/3546] Forecasting CDTX...
[2025-12-29T20:18:46.171807] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-29T20:18:46.171839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-29T20:18:46.183308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-29T20:18:46.183608] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-29T20:18:46.184421] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-29T20:18:46.184474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:46.184531] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:46.184559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:46.184643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:46.241511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:46.242157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:46.242234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:46.242265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:46.363208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:46.363403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:46.363444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:46.363472] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:46.367178] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-29T20:18:46.367535] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-29T20:18:46.367700] [INFO ] [sig       ] CDTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:46.507935] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CDTX.txt
[2025-12-29T20:18:46.508061] [INFO ] [sig       ] [639/3546] Completed CDTX in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-29T20:18:46.508106] [INFO ] [sig       ] [640/3546] Forecasting CDXS...
[2025-12-29T20:18:46.508137] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-29T20:18:46.508167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-29T20:18:46.519204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-29T20:18:46.519471] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-29T20:18:46.520265] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-29T20:18:46.520320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:46.520352] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:46.520377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:46.520434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:46.577247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:46.577991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:46.578072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:46.578105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:46.698303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:46.698460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:46.698501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:46.698531] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:46.701940] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=28.90%)
[2025-12-29T20:18:46.702215] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-29T20:18:46.702340] [INFO ] [sig       ] CDXS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:46.842838] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDXS.txt
[2025-12-29T20:18:46.842958] [INFO ] [sig       ] [640/3546] Completed CDXS in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-29T20:18:46.842996] [INFO ] [sig       ] [641/3546] Forecasting CDZI...
[2025-12-29T20:18:46.843024] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-29T20:18:46.843053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-29T20:18:46.854223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-29T20:18:46.854509] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-29T20:18:46.855349] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-29T20:18:46.855407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:46.855442] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:46.855471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:46.855530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:46.912853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:46.913491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:46.913570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:46.913623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:47.035246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:47.035399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:47.035439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:47.035469] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:47.039084] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-29T20:18:47.039357] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-29T20:18:47.039486] [INFO ] [sig       ] CDZI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:47.180188] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CDZI.txt
[2025-12-29T20:18:47.180308] [INFO ] [sig       ] [641/3546] Completed CDZI in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-29T20:18:47.180346] [INFO ] [sig       ] [642/3546] Forecasting CE...
[2025-12-29T20:18:47.180375] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-29T20:18:47.180405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-29T20:18:47.191738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-29T20:18:47.192007] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-29T20:18:47.192800] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-29T20:18:47.192853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:47.192887] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:47.192913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:47.192977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:47.250472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:47.251140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:47.251219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:47.251252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:47.376381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:47.376539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:47.376598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:47.376665] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:47.380137] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-29T20:18:47.380424] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-29T20:18:47.380556] [INFO ] [sig       ] CE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:47.524683] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CE.txt
[2025-12-29T20:18:47.524854] [INFO ] [sig       ] [642/3546] Completed CE in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-29T20:18:47.524893] [INFO ] [sig       ] [643/3546] Forecasting CECO...
[2025-12-29T20:18:47.524922] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-29T20:18:47.524951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-29T20:18:47.536259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-29T20:18:47.536637] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-29T20:18:47.537427] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-29T20:18:47.537489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:47.537521] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:47.537547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:47.537625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:47.594001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:47.594927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:47.595010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:47.595042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:47.707500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:47.707673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:47.707714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:47.707742] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:47.714296] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-29T20:18:47.714634] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-29T20:18:47.714764] [INFO ] [sig       ] CECO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:47.852768] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CECO.txt
[2025-12-29T20:18:47.852897] [INFO ] [sig       ] [643/3546] Completed CECO in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-29T20:18:47.852935] [INFO ] [sig       ] [644/3546] Forecasting CEG...
[2025-12-29T20:18:47.852963] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-29T20:18:47.852994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-29T20:18:47.864080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-29T20:18:47.864342] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-29T20:18:47.865133] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-29T20:18:47.865184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:47.865216] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:47.865242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:47.865299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:47.922541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:47.923170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:47.923248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:47.923279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:48.041782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:48.041914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:48.041952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:48.041981] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:48.045184] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-29T20:18:48.045450] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-29T20:18:48.045590] [INFO ] [sig       ] CEG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:48.184324] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CEG.txt
[2025-12-29T20:18:48.184438] [INFO ] [sig       ] [644/3546] Completed CEG in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-29T20:18:48.184476] [INFO ] [sig       ] [645/3546] Forecasting CELC...
[2025-12-29T20:18:48.184505] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-29T20:18:48.184535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-29T20:18:48.195717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-29T20:18:48.195981] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-29T20:18:48.196764] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-29T20:18:48.196816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:48.196846] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:48.196875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:48.196935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:48.253993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:48.254613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:48.254691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:48.254722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:48.368469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:48.368585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:48.368621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:48.368649] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:48.371853] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=29.31%)
[2025-12-29T20:18:48.372120] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-29T20:18:48.372245] [INFO ] [sig       ] CELC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:48.511213] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CELC.txt
[2025-12-29T20:18:48.511329] [INFO ] [sig       ] [645/3546] Completed CELC in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-29T20:18:48.511365] [INFO ] [sig       ] [646/3546] Forecasting CELH...
[2025-12-29T20:18:48.511394] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-29T20:18:48.511423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-29T20:18:48.522231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-29T20:18:48.522485] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-29T20:18:48.523274] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-29T20:18:48.523325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:48.523357] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:48.523383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:48.523440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:48.580430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:48.581052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:48.581130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:48.581161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:48.698377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:48.698496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:48.698533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:48.698561] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:48.701805] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-29T20:18:48.702067] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-29T20:18:48.702189] [INFO ] [sig       ] CELH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:48.841667] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CELH.txt
[2025-12-29T20:18:48.841786] [INFO ] [sig       ] [646/3546] Completed CELH in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-29T20:18:48.841830] [INFO ] [sig       ] [647/3546] Forecasting CELZ...
[2025-12-29T20:18:48.841859] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-29T20:18:48.841890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-29T20:18:48.852630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-29T20:18:48.852880] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-29T20:18:48.853676] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-29T20:18:48.853728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:48.853759] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:48.853786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:48.853843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:48.910190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:48.910799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:48.910877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:48.910911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:49.025392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:49.025519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:49.025556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:49.025603] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:49.028887] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=33.13%)
[2025-12-29T20:18:49.029160] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-29T20:18:49.029282] [INFO ] [sig       ] CELZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:49.172283] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CELZ.txt
[2025-12-29T20:18:49.172435] [INFO ] [sig       ] [647/3546] Completed CELZ in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-29T20:18:49.172476] [INFO ] [sig       ] [648/3546] Forecasting CENTA...
[2025-12-29T20:18:49.172505] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-29T20:18:49.172534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-29T20:18:49.183889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-29T20:18:49.184181] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-29T20:18:49.184987] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-29T20:18:49.185038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:49.185070] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:49.185097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:49.185154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:49.241936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:49.242687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:49.242769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:49.242800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:49.359356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:49.359506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:49.359545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:49.359604] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:49.362967] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=52.77%)
[2025-12-29T20:18:49.363233] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-29T20:18:49.363370] [INFO ] [sig       ] CENTA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:49.502337] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CENTA.txt
[2025-12-29T20:18:49.502464] [INFO ] [sig       ] [648/3546] Completed CENTA in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:49.502502] [INFO ] [sig       ] [649/3546] Forecasting CENX...
[2025-12-29T20:18:49.502531] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-29T20:18:49.502561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-29T20:18:49.513890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-29T20:18:49.514167] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-29T20:18:49.514954] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-29T20:18:49.515006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:49.515037] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:49.515065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:49.515123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:49.571806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:49.572424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:49.572526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:49.572559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:49.697167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:49.697321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:49.697361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:49.697389] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:49.700751] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=37.85%)
[2025-12-29T20:18:49.701018] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-29T20:18:49.701140] [INFO ] [sig       ] CENX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:49.839161] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CENX.txt
[2025-12-29T20:18:49.839301] [INFO ] [sig       ] [649/3546] Completed CENX in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:49.839361] [INFO ] [sig       ] [650/3546] Forecasting CERS...
[2025-12-29T20:18:49.839392] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-29T20:18:49.839423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-29T20:18:49.851058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-29T20:18:49.851375] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-29T20:18:49.852173] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-29T20:18:49.852225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:49.852256] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:49.852283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:49.852341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:49.909214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:49.909872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:49.909950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:49.909982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:50.025867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:50.026025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:50.026079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:50.026109] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:50.029466] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-12-29T20:18:50.029760] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-29T20:18:50.029886] [INFO ] [sig       ] CERS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:50.170887] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CERS.txt
[2025-12-29T20:18:50.171033] [INFO ] [sig       ] [650/3546] Completed CERS in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:50.171073] [INFO ] [sig       ] [651/3546] Forecasting CETX...
[2025-12-29T20:18:50.171102] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-29T20:18:50.171132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-29T20:18:50.183137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-29T20:18:50.183526] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-29T20:18:50.184355] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-29T20:18:50.184410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:50.184441] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:50.184471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:50.184529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:50.241019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:50.241810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:50.241890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:50.241923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:50.353024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:50.353183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:50.353222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:50.353250] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:50.356611] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-29T20:18:50.356884] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-29T20:18:50.357009] [INFO ] [sig       ] CETX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:50.497105] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CETX.txt
[2025-12-29T20:18:50.497244] [INFO ] [sig       ] [651/3546] Completed CETX in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:50.497283] [INFO ] [sig       ] [652/3546] Forecasting CEVA...
[2025-12-29T20:18:50.497312] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-29T20:18:50.497342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-29T20:18:50.512384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-29T20:18:50.512773] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-29T20:18:50.513622] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-29T20:18:50.513674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:50.513706] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:50.513733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:50.513798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:50.569826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:50.570666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:50.570763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:50.570797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:50.692965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:50.693122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:50.693162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:50.693192] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:50.696550] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-29T20:18:50.696843] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-29T20:18:50.696968] [INFO ] [sig       ] CEVA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:50.839464] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CEVA.txt
[2025-12-29T20:18:50.839658] [INFO ] [sig       ] [652/3546] Completed CEVA in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:50.839700] [INFO ] [sig       ] [653/3546] Forecasting CF...
[2025-12-29T20:18:50.839731] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-29T20:18:50.839760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-29T20:18:50.850699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-29T20:18:50.851015] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-29T20:18:50.851815] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-29T20:18:50.851867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:50.851899] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:50.851926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:50.851983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:50.909145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:50.910000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:50.910090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:50.910121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:51.029434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:51.029612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:51.029655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:51.029684] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:51.033269] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-29T20:18:51.033567] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-29T20:18:51.033761] [INFO ] [sig       ] CF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:51.189209] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CF.txt
[2025-12-29T20:18:51.189398] [INFO ] [sig       ] [653/3546] Completed CF in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:51.189443] [INFO ] [sig       ] [654/3546] Forecasting CFFN...
[2025-12-29T20:18:51.189474] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-29T20:18:51.189505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-29T20:18:51.205986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-29T20:18:51.206487] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-29T20:18:51.207749] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-29T20:18:51.207820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:51.207886] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:51.207934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:51.208029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:51.292756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:51.293907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:51.294046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:51.294104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:51.423758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:51.423928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:51.423968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:51.423996] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:51.427709] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-12-29T20:18:51.428081] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-29T20:18:51.428234] [INFO ] [sig       ] CFFN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:51.654371] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CFFN.txt
[2025-12-29T20:18:51.654593] [INFO ] [sig       ] [654/3546] Completed CFFN in 0.5s | 2.88 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:51.654642] [INFO ] [sig       ] [655/3546] Forecasting CFG...
[2025-12-29T20:18:51.654672] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-29T20:18:51.654702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-29T20:18:51.667965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-29T20:18:51.668401] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-29T20:18:51.669531] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-29T20:18:51.669625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:51.669672] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:51.669711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:51.669804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:51.743933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:51.744893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:51.744983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:51.745017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:51.903508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:51.903762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:51.903820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:51.903860] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:51.908193] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-29T20:18:51.908653] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-29T20:18:51.909010] [INFO ] [sig       ] CFG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:52.136056] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CFG.txt
[2025-12-29T20:18:52.136270] [INFO ] [sig       ] [655/3546] Completed CFG in 0.5s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:52.136320] [INFO ] [sig       ] [656/3546] Forecasting CFO...
[2025-12-29T20:18:52.136352] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-29T20:18:52.136382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-29T20:18:52.152241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-29T20:18:52.152751] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-29T20:18:52.153842] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-29T20:18:52.153906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:52.154004] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:52.154042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:52.154123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:52.231253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:52.232417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:52.232530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:52.232570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:52.381370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:52.381549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:52.381614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:52.381648] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:52.386134] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-29T20:18:52.386542] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-29T20:18:52.386736] [INFO ] [sig       ] CFO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:52.563952] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CFO.txt
[2025-12-29T20:18:52.564135] [INFO ] [sig       ] [656/3546] Completed CFO in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:52.564177] [INFO ] [sig       ] [657/3546] Forecasting CG...
[2025-12-29T20:18:52.564206] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-29T20:18:52.564236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-29T20:18:52.577007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-29T20:18:52.577440] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-29T20:18:52.578369] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-29T20:18:52.578425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:52.578457] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:52.578483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:52.578541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:52.643662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:52.644668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:52.644775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:52.644815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:52.783407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:52.783598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:52.783658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:52.783700] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:52.788544] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-29T20:18:52.789088] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-29T20:18:52.789288] [INFO ] [sig       ] CG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:52.936449] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CG.txt
[2025-12-29T20:18:52.936664] [INFO ] [sig       ] [657/3546] Completed CG in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:52.936718] [INFO ] [sig       ] [658/3546] Forecasting CGABL...
[2025-12-29T20:18:52.936756] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-29T20:18:52.936804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-29T20:18:52.949714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-29T20:18:52.950113] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-29T20:18:52.951005] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-29T20:18:52.951059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:52.951092] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:52.951118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:52.951177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:53.011229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:53.012153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:53.012249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:53.012297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:53.139171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:53.139332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:53.139373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:53.139400] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:53.143251] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-29T20:18:53.143595] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-29T20:18:53.143740] [INFO ] [sig       ] CGABL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:53.293172] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CGABL.txt
[2025-12-29T20:18:53.293545] [INFO ] [sig       ] [658/3546] Completed CGABL in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-29T20:18:53.293610] [INFO ] [sig       ] [659/3546] Forecasting CGBD...
[2025-12-29T20:18:53.293649] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-29T20:18:53.293681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-29T20:18:53.307203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-29T20:18:53.307604] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-29T20:18:53.308399] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-29T20:18:53.308452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:53.308483] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:53.308510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:53.308568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:53.369765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:53.370668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:53.370753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:53.370785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:53.489160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:53.489319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:53.489359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:53.489431] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:53.493043] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2025-12-29T20:18:53.493333] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-29T20:18:53.493463] [INFO ] [sig       ] CGBD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:53.642753] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CGBD.txt
[2025-12-29T20:18:53.642918] [INFO ] [sig       ] [659/3546] Completed CGBD in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-29T20:18:53.642960] [INFO ] [sig       ] [660/3546] Forecasting CGC...
[2025-12-29T20:18:53.642992] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-29T20:18:53.643023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-29T20:18:53.661305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-29T20:18:53.661638] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-29T20:18:53.662470] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-29T20:18:53.662527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:53.662560] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:53.662620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:53.662683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:53.720207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:53.720934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:53.721016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:53.721048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:53.843169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:53.843518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:53.843560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:53.843609] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:53.847236] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-29T20:18:53.847519] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-29T20:18:53.847677] [INFO ] [sig       ] CGC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:53.989252] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CGC.txt
[2025-12-29T20:18:53.989410] [INFO ] [sig       ] [660/3546] Completed CGC in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-29T20:18:53.989452] [INFO ] [sig       ] [661/3546] Forecasting CGEM...
[2025-12-29T20:18:53.989484] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-29T20:18:53.989516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-29T20:18:54.006179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-29T20:18:54.006674] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-29T20:18:54.007755] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-29T20:18:54.007826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:54.007875] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:54.007917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:54.008009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:54.083407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:54.084309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:54.084395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:54.084427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:54.204802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:54.204970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:54.205041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:54.205123] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:54.210791] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-29T20:18:54.211179] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-29T20:18:54.211554] [INFO ] [sig       ] CGEM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:54.378236] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CGEM.txt
[2025-12-29T20:18:54.378397] [INFO ] [sig       ] [661/3546] Completed CGEM in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-29T20:18:54.378437] [INFO ] [sig       ] [662/3546] Forecasting CGEN...
[2025-12-29T20:18:54.378466] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-29T20:18:54.378498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-29T20:18:54.391508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-29T20:18:54.391889] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-29T20:18:54.392745] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-29T20:18:54.392800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:54.392832] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:54.392860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:54.392919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:54.450510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:54.451421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:54.451509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:54.451543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:54.572094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:54.572254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:54.572297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:54.572333] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:54.575970] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-29T20:18:54.576340] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-29T20:18:54.576482] [INFO ] [sig       ] CGEN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:54.731894] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CGEN.txt
[2025-12-29T20:18:54.732115] [INFO ] [sig       ] [662/3546] Completed CGEN in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-29T20:18:54.732159] [INFO ] [sig       ] [663/3546] Forecasting CGNX...
[2025-12-29T20:18:54.732190] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-29T20:18:54.732219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-29T20:18:54.744949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-29T20:18:54.745365] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-29T20:18:54.746320] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-29T20:18:54.746385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:54.746418] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:54.746445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:54.746505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:54.804517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:54.805487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:54.805598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:54.805653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:54.935199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:54.935383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:54.935443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:54.935484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:54.939797] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=45.34%)
[2025-12-29T20:18:54.940202] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-29T20:18:54.940391] [INFO ] [sig       ] CGNX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:55.085988] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CGNX.txt
[2025-12-29T20:18:55.086126] [INFO ] [sig       ] [663/3546] Completed CGNX in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-29T20:18:55.086165] [INFO ] [sig       ] [664/3546] Forecasting CGO...
[2025-12-29T20:18:55.086194] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-29T20:18:55.086225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-29T20:18:55.098695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-29T20:18:55.099134] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-29T20:18:55.100024] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-29T20:18:55.100078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:55.100109] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:55.100135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:55.100194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:55.160405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:55.161292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:55.161378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:55.161410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:55.278823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:55.278982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:55.279023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:55.279054] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:55.283102] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-29T20:18:55.283639] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-29T20:18:55.283780] [INFO ] [sig       ] CGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:55.430645] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CGO.txt
[2025-12-29T20:18:55.430805] [INFO ] [sig       ] [664/3546] Completed CGO in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:55.430845] [INFO ] [sig       ] [665/3546] Forecasting CGON...
[2025-12-29T20:18:55.430874] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-29T20:18:55.430904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-29T20:18:55.442901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-29T20:18:55.443246] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-29T20:18:55.444098] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-29T20:18:55.444154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:55.444184] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:55.444210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:55.444277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:55.501146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:55.502073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:55.502160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:55.502193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:55.622970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:55.623129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:55.623170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:55.623198] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:55.626589] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-29T20:18:55.626872] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-29T20:18:55.627003] [INFO ] [sig       ] CGON: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:55.767288] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CGON.txt
[2025-12-29T20:18:55.767415] [INFO ] [sig       ] [665/3546] Completed CGON in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:55.767454] [INFO ] [sig       ] [666/3546] Forecasting CGTX...
[2025-12-29T20:18:55.767483] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-29T20:18:55.767514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-29T20:18:55.781722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-29T20:18:55.782193] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-29T20:18:55.783616] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-29T20:18:55.783679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:55.783715] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:55.783747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:55.783821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:55.859056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:55.860086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:55.860223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:55.860262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:55.998198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:55.998357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:55.998398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:55.998427] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:56.001968] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-12-29T20:18:56.002254] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-29T20:18:56.002384] [INFO ] [sig       ] CGTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:56.147315] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CGTX.txt
[2025-12-29T20:18:56.147527] [INFO ] [sig       ] [666/3546] Completed CGTX in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:56.147598] [INFO ] [sig       ] [667/3546] Forecasting CHCI...
[2025-12-29T20:18:56.147641] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-29T20:18:56.147677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-29T20:18:56.163162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-29T20:18:56.163592] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-29T20:18:56.164464] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-29T20:18:56.164532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:56.164566] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:56.164615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:56.164674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:56.225085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:56.226344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:56.226453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:56.226498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:56.341036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:56.341193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:56.341233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:56.341262] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:56.344599] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=76.03%)
[2025-12-29T20:18:56.344880] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-29T20:18:56.345012] [INFO ] [sig       ] CHCI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:56.491685] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHCI.txt
[2025-12-29T20:18:56.491821] [INFO ] [sig       ] [667/3546] Completed CHCI in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:56.491860] [INFO ] [sig       ] [668/3546] Forecasting CHCO...
[2025-12-29T20:18:56.491889] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-29T20:18:56.491918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-29T20:18:56.506891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-29T20:18:56.507317] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-29T20:18:56.508488] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-29T20:18:56.508548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:56.508609] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:56.508643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:56.508717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:56.574952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:56.575853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:56.575941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:56.575974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:56.697721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:56.697880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:56.697921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:56.697951] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:56.701406] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=42.32%)
[2025-12-29T20:18:56.701713] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-29T20:18:56.701846] [INFO ] [sig       ] CHCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:56.851429] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CHCO.txt
[2025-12-29T20:18:56.851628] [INFO ] [sig       ] [668/3546] Completed CHCO in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:56.851673] [INFO ] [sig       ] [669/3546] Forecasting CHD...
[2025-12-29T20:18:56.851704] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-29T20:18:56.851734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-29T20:18:56.864956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-29T20:18:56.865314] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-29T20:18:56.866154] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-29T20:18:56.866218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:56.866256] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:56.866283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:56.866339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:56.926767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:56.927698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:56.927805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:56.927839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:57.057853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:57.058016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:57.058057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:57.058088] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:57.062623] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=76.42%)
[2025-12-29T20:18:57.063005] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-29T20:18:57.063164] [INFO ] [sig       ] CHD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:57.212184] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHD.txt
[2025-12-29T20:18:57.212416] [INFO ] [sig       ] [669/3546] Completed CHD in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:57.212479] [INFO ] [sig       ] [670/3546] Forecasting CHDN...
[2025-12-29T20:18:57.212520] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-29T20:18:57.212562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-29T20:18:57.224553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-29T20:18:57.224961] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-29T20:18:57.225830] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-29T20:18:57.225886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:57.225919] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:57.225947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:57.226008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:57.286016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:57.286951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:57.287042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:57.287075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:57.415057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:57.415214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:57.415256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:57.415286] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:57.418786] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-12-29T20:18:57.419063] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-29T20:18:57.419219] [INFO ] [sig       ] CHDN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:57.558494] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHDN.txt
[2025-12-29T20:18:57.558655] [INFO ] [sig       ] [670/3546] Completed CHDN in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:57.558696] [INFO ] [sig       ] [671/3546] Forecasting CHE...
[2025-12-29T20:18:57.558727] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-29T20:18:57.558770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-29T20:18:57.570207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-29T20:18:57.570556] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-29T20:18:57.571404] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-29T20:18:57.571457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:57.571491] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:57.571519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:57.571601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:57.629077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:57.629859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:57.629940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:57.629973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:57.747869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:57.748027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:57.748067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:57.748098] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:57.751869] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-29T20:18:57.752159] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-29T20:18:57.752292] [INFO ] [sig       ] CHE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:57.891562] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHE.txt
[2025-12-29T20:18:57.891699] [INFO ] [sig       ] [671/3546] Completed CHE in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:57.891738] [INFO ] [sig       ] [672/3546] Forecasting CHEF...
[2025-12-29T20:18:57.891766] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-29T20:18:57.891795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-29T20:18:57.903526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-29T20:18:57.903859] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-29T20:18:57.904711] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-29T20:18:57.904767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:57.904800] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:57.904827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:57.904886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:57.964392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:57.965058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:57.965143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:57.965176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:58.090308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:58.090458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:58.090496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:58.090525] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:58.093860] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-29T20:18:58.094147] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-29T20:18:58.094272] [INFO ] [sig       ] CHEF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:58.237649] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHEF.txt
[2025-12-29T20:18:58.237817] [INFO ] [sig       ] [672/3546] Completed CHEF in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:58.237859] [INFO ] [sig       ] [673/3546] Forecasting CHH...
[2025-12-29T20:18:58.237888] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-29T20:18:58.237918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-29T20:18:58.250388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-29T20:18:58.250708] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-29T20:18:58.251490] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-29T20:18:58.251543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:58.251621] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:58.251650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:58.251708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:58.308676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:58.309457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:58.309544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:58.309598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:58.433858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:58.434032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:58.434087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:58.434128] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:58.438630] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=17.63%)
[2025-12-29T20:18:58.438989] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-29T20:18:58.439150] [INFO ] [sig       ] CHH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:58.588614] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CHH.txt
[2025-12-29T20:18:58.588809] [INFO ] [sig       ] [673/3546] Completed CHH in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:58.588860] [INFO ] [sig       ] [674/3546] Forecasting CHI...
[2025-12-29T20:18:58.588891] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-29T20:18:58.588921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-29T20:18:58.601730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-29T20:18:58.602075] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-29T20:18:58.602969] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-29T20:18:58.603025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:58.603058] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:58.603086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:58.603149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:58.667011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:58.667844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:58.667929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:58.667963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:58.802174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:58.802331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:58.802389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:58.802420] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:58.805994] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-29T20:18:58.806273] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-29T20:18:58.806404] [INFO ] [sig       ] CHI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:58.956348] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHI.txt
[2025-12-29T20:18:58.956486] [INFO ] [sig       ] [674/3546] Completed CHI in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:58.956526] [INFO ] [sig       ] [675/3546] Forecasting CHKP...
[2025-12-29T20:18:58.956554] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-29T20:18:58.956602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-29T20:18:58.968061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-29T20:18:58.968371] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-29T20:18:58.969191] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-29T20:18:58.969243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:58.969274] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:58.969300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:58.969357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:59.026041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:59.026824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:59.026907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:59.026940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:59.150104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:59.150262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:59.150302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:59.150330] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:59.153678] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-29T20:18:59.153952] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-29T20:18:59.154078] [INFO ] [sig       ] CHKP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:18:59.295681] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHKP.txt
[2025-12-29T20:18:59.295840] [INFO ] [sig       ] [675/3546] Completed CHKP in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:59.295882] [INFO ] [sig       ] [676/3546] Forecasting CHMI...
[2025-12-29T20:18:59.295911] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-29T20:18:59.295941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-29T20:18:59.309463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-29T20:18:59.309847] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-29T20:18:59.310851] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-29T20:18:59.310904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:59.310935] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:59.310961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:59.311017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:59.371156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:59.372471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:59.372554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:59.372617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:59.499546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:59.499741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:59.499788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:59.499859] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:59.504022] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-29T20:18:59.504342] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-29T20:18:59.504494] [INFO ] [sig       ] CHMI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:59.654140] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CHMI.txt
[2025-12-29T20:18:59.654308] [INFO ] [sig       ] [676/3546] Completed CHMI in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:18:59.654350] [INFO ] [sig       ] [677/3546] Forecasting CHRD...
[2025-12-29T20:18:59.654379] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-29T20:18:59.654409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-29T20:18:59.667792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-29T20:18:59.668181] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-29T20:18:59.669030] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-29T20:18:59.669084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:18:59.669116] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:18:59.669143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:18:59.669205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:18:59.730134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:18:59.731043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:18:59.731142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:18:59.731184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:18:59.853608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:18:59.853763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:18:59.853802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:18:59.853829] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:18:59.857290] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-29T20:18:59.857603] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-29T20:18:59.857736] [INFO ] [sig       ] CHRD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:18:59.999983] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CHRD.txt
[2025-12-29T20:19:00.000151] [INFO ] [sig       ] [677/3546] Completed CHRD in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-29T20:19:00.000192] [INFO ] [sig       ] [678/3546] Forecasting CHRS...
[2025-12-29T20:19:00.000223] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-29T20:19:00.000252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-29T20:19:00.012676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-29T20:19:00.013054] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-29T20:19:00.013866] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-29T20:19:00.013921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:00.013964] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:00.013992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:00.014052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:00.070742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:00.071629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:00.071735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:00.071769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:00.193871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:00.194031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:00.194070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:00.194099] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:00.197610] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-29T20:19:00.197907] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-29T20:19:00.198042] [INFO ] [sig       ] CHRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:00.341712] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CHRS.txt
[2025-12-29T20:19:00.341871] [INFO ] [sig       ] [678/3546] Completed CHRS in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-29T20:19:00.341912] [INFO ] [sig       ] [679/3546] Forecasting CHSCL...
[2025-12-29T20:19:00.341942] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-29T20:19:00.341972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-29T20:19:00.353554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-29T20:19:00.353932] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-29T20:19:00.354745] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-29T20:19:00.354799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:00.354831] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:00.354857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:00.354914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:00.414028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:00.414759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:00.414844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:00.414879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:00.543667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:00.543831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:00.543869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:00.543897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:00.547690] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-29T20:19:00.548174] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-29T20:19:00.548304] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:00.691433] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHSCL.txt
[2025-12-29T20:19:00.691566] [INFO ] [sig       ] [679/3546] Completed CHSCL in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-29T20:19:00.691629] [INFO ] [sig       ] [680/3546] Forecasting CHSCM...
[2025-12-29T20:19:00.691657] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-29T20:19:00.691685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-29T20:19:00.707982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-29T20:19:00.708247] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-29T20:19:00.709225] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-29T20:19:00.709290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:00.709323] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:00.709349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:00.709405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:00.770786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:00.771633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:00.771714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:00.771746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:00.883697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:00.883834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:00.883871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:00.883899] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:00.887318] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=53.80%)
[2025-12-29T20:19:00.887756] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-29T20:19:00.887885] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:01.044020] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHSCM.txt
[2025-12-29T20:19:01.044250] [INFO ] [sig       ] [680/3546] Completed CHSCM in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-29T20:19:01.044298] [INFO ] [sig       ] [681/3546] Forecasting CHSCN...
[2025-12-29T20:19:01.044328] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-29T20:19:01.044358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-29T20:19:01.057780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-29T20:19:01.058373] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-29T20:19:01.059379] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-29T20:19:01.059437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:01.059471] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:01.059500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:01.059561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:01.120359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:01.121755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:01.121863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:01.121895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:01.252040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:01.252230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:01.252284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:01.252322] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:01.256631] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-29T20:19:01.257081] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-29T20:19:01.257273] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:01.413946] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHSCN.txt
[2025-12-29T20:19:01.414140] [INFO ] [sig       ] [681/3546] Completed CHSCN in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:01.414192] [INFO ] [sig       ] [682/3546] Forecasting CHSCO...
[2025-12-29T20:19:01.414223] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-29T20:19:01.414254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-29T20:19:01.426137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-29T20:19:01.426502] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-29T20:19:01.427325] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-29T20:19:01.427378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:01.427409] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:01.427435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:01.427492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:01.486848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:01.487788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:01.487876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:01.487911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:01.605128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:01.605293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:01.605333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:01.605363] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:01.608834] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-29T20:19:01.609123] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-29T20:19:01.609282] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:01.759283] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CHSCO.txt
[2025-12-29T20:19:01.759525] [INFO ] [sig       ] [682/3546] Completed CHSCO in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:01.759611] [INFO ] [sig       ] [683/3546] Forecasting CHSCP...
[2025-12-29T20:19:01.759662] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-29T20:19:01.759709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-29T20:19:01.774140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-29T20:19:01.774558] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-29T20:19:01.775431] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-29T20:19:01.775486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:01.775519] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:01.775546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:01.775629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:01.846213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:01.847416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:01.847549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:01.847623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:01.994103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:01.994281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:01.994332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:01.994372] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:01.999107] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=92.94%)
[2025-12-29T20:19:01.999594] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-29T20:19:01.999776] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:02.160656] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHSCP.txt
[2025-12-29T20:19:02.160852] [INFO ] [sig       ] [683/3546] Completed CHSCP in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:02.160896] [INFO ] [sig       ] [684/3546] Forecasting CHWY...
[2025-12-29T20:19:02.160928] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-29T20:19:02.160959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-29T20:19:02.173081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-29T20:19:02.173463] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-29T20:19:02.174321] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-29T20:19:02.174376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:02.174409] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:02.174437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:02.174496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:02.240238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:02.241122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:02.241209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:02.241242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:02.366698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:02.366855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:02.366895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:02.366924] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:02.370309] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-12-29T20:19:02.370594] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-29T20:19:02.370723] [INFO ] [sig       ] CHWY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:02.509890] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CHWY.txt
[2025-12-29T20:19:02.510019] [INFO ] [sig       ] [684/3546] Completed CHWY in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:02.510058] [INFO ] [sig       ] [685/3546] Forecasting CHY...
[2025-12-29T20:19:02.510087] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-29T20:19:02.510116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-29T20:19:02.521786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-29T20:19:02.522056] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-29T20:19:02.522847] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-29T20:19:02.522901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:02.522933] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:02.522960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:02.523018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:02.579951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:02.580557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:02.580656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:02.580688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:02.696851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:02.696994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:02.697050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:02.697079] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:02.700432] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2025-12-29T20:19:02.700723] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-29T20:19:02.700848] [INFO ] [sig       ] CHY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:02.839877] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CHY.txt
[2025-12-29T20:19:02.840013] [INFO ] [sig       ] [685/3546] Completed CHY in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:02.840054] [INFO ] [sig       ] [686/3546] Forecasting CI...
[2025-12-29T20:19:02.840082] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-29T20:19:02.840112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-29T20:19:02.852106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-29T20:19:02.852411] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-29T20:19:02.853225] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-29T20:19:02.853279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:02.853310] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:02.853337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:02.853394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:02.909500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:02.910119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:02.910201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:02.910240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:03.028186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:03.028540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:03.028599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:03.028630] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:03.032039] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=24.11%)
[2025-12-29T20:19:03.032315] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-29T20:19:03.032440] [INFO ] [sig       ] CI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:03.173878] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CI.txt
[2025-12-29T20:19:03.174040] [INFO ] [sig       ] [686/3546] Completed CI in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:03.174080] [INFO ] [sig       ] [687/3546] Forecasting CIA...
[2025-12-29T20:19:03.174110] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-29T20:19:03.174139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-29T20:19:03.185374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-29T20:19:03.185655] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-29T20:19:03.186448] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-29T20:19:03.186500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:03.186531] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:03.186558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:03.186639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:03.247164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:03.247898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:03.247983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:03.248016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:03.364023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:03.364182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:03.364222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:03.364250] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:03.367616] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-12-29T20:19:03.367896] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-29T20:19:03.368043] [INFO ] [sig       ] CIA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:03.508190] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CIA.txt
[2025-12-29T20:19:03.508366] [INFO ] [sig       ] [687/3546] Completed CIA in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:03.508412] [INFO ] [sig       ] [688/3546] Forecasting CIB...
[2025-12-29T20:19:03.508445] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-29T20:19:03.508474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-29T20:19:03.520481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-29T20:19:03.520842] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-29T20:19:03.521661] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-29T20:19:03.521715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:03.521749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:03.521776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:03.521836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:03.578467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:03.579336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:03.579423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:03.579458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:03.701452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:03.701626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:03.701668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:03.701699] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:03.705003] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-29T20:19:03.705273] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-29T20:19:03.705397] [INFO ] [sig       ] CIB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:03.843044] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CIB.txt
[2025-12-29T20:19:03.843188] [INFO ] [sig       ] [688/3546] Completed CIB in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:03.843227] [INFO ] [sig       ] [689/3546] Forecasting CIEN...
[2025-12-29T20:19:03.843256] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-29T20:19:03.843285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-29T20:19:03.854855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-29T20:19:03.855176] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-29T20:19:03.855997] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-29T20:19:03.856049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:03.856090] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:03.856118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:03.856175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:03.912242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:03.912907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:03.912985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:03.913017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:04.034228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:04.034384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:04.034423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:04.034450] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:04.037831] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=37.83%)
[2025-12-29T20:19:04.038125] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-29T20:19:04.038254] [INFO ] [sig       ] CIEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:04.181147] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CIEN.txt
[2025-12-29T20:19:04.181280] [INFO ] [sig       ] [689/3546] Completed CIEN in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:04.181319] [INFO ] [sig       ] [690/3546] Forecasting CIF...
[2025-12-29T20:19:04.181347] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-29T20:19:04.181375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-29T20:19:04.193217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-29T20:19:04.193560] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-29T20:19:04.194369] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-29T20:19:04.194447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:04.194479] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:04.194506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:04.194564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:04.251302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:04.251977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:04.252059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:04.252091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:04.355948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:04.356103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:04.356142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:04.356171] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:04.359510] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-29T20:19:04.359818] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-29T20:19:04.359968] [INFO ] [sig       ] CIF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:04.501178] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CIF.txt
[2025-12-29T20:19:04.501314] [INFO ] [sig       ] [690/3546] Completed CIF in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:04.501354] [INFO ] [sig       ] [691/3546] Forecasting CIG...
[2025-12-29T20:19:04.501383] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-29T20:19:04.501412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-29T20:19:04.513451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-29T20:19:04.513777] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-29T20:19:04.514549] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-29T20:19:04.514620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:04.514653] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:04.514680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:04.514739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:04.571751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:04.572387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:04.572468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:04.572499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:04.691965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:04.692134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:04.692183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:04.692212] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:04.695692] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-29T20:19:04.695967] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-29T20:19:04.696098] [INFO ] [sig       ] CIG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:04.833942] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CIG.txt
[2025-12-29T20:19:04.834063] [INFO ] [sig       ] [691/3546] Completed CIG in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:04.834101] [INFO ] [sig       ] [692/3546] Forecasting CIGI...
[2025-12-29T20:19:04.834130] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-29T20:19:04.834159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-29T20:19:04.846071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-29T20:19:04.846356] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-29T20:19:04.847143] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-29T20:19:04.847196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:04.847227] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:04.847254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:04.847313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:04.903169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:04.903785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:04.903864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:04.903894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:05.019259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:05.019390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:05.019427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:05.019455] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:05.022709] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-12-29T20:19:05.022977] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-29T20:19:05.023098] [INFO ] [sig       ] CIGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:05.160184] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CIGI.txt
[2025-12-29T20:19:05.160312] [INFO ] [sig       ] [692/3546] Completed CIGI in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:05.160350] [INFO ] [sig       ] [693/3546] Forecasting CII...
[2025-12-29T20:19:05.160386] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-29T20:19:05.160605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-29T20:19:05.172776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-29T20:19:05.173054] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-29T20:19:05.173852] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-29T20:19:05.173905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:05.173936] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:05.173962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:05.174019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:05.230426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:05.231050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:05.231128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:05.231159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:05.351336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:05.351475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:05.351544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:05.351591] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:05.354909] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-29T20:19:05.355179] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-29T20:19:05.355304] [INFO ] [sig       ] CII: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:05.494012] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CII.txt
[2025-12-29T20:19:05.494139] [INFO ] [sig       ] [693/3546] Completed CII in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-29T20:19:05.494177] [INFO ] [sig       ] [694/3546] Forecasting CIM...
[2025-12-29T20:19:05.494206] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-29T20:19:05.494235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-29T20:19:05.506561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-29T20:19:05.506854] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-29T20:19:05.507662] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-29T20:19:05.507715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:05.507746] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:05.507773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:05.507830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:05.564070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:05.564709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:05.564787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:05.564818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:05.681040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:05.681189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:05.681229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:05.681259] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:05.684596] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-29T20:19:05.684868] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-29T20:19:05.684993] [INFO ] [sig       ] CIM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:05.822188] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CIM.txt
[2025-12-29T20:19:05.822323] [INFO ] [sig       ] [694/3546] Completed CIM in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-29T20:19:05.822361] [INFO ] [sig       ] [695/3546] Forecasting CINF...
[2025-12-29T20:19:05.822390] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-29T20:19:05.822418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-29T20:19:05.833733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-29T20:19:05.834013] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-29T20:19:05.834796] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-29T20:19:05.834848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:05.834879] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:05.834906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:05.834962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:05.891022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:05.891656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:05.891734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:05.891765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:06.007734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:06.007884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:06.007924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:06.007956] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:06.014546] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-29T20:19:06.014863] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-29T20:19:06.014991] [INFO ] [sig       ] CINF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:06.152884] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CINF.txt
[2025-12-29T20:19:06.153004] [INFO ] [sig       ] [695/3546] Completed CINF in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-29T20:19:06.153043] [INFO ] [sig       ] [696/3546] Forecasting CING...
[2025-12-29T20:19:06.153073] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-29T20:19:06.153102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-29T20:19:06.164297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-29T20:19:06.164606] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-29T20:19:06.165373] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-29T20:19:06.165425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:06.165456] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:06.165482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:06.165540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:06.221591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:06.222236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:06.222312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:06.222344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:06.334246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:06.334366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:06.334402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:06.334446] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:06.337678] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-29T20:19:06.337944] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-29T20:19:06.338068] [INFO ] [sig       ] CING: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:06.476547] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CING.txt
[2025-12-29T20:19:06.476674] [INFO ] [sig       ] [696/3546] Completed CING in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-29T20:19:06.476713] [INFO ] [sig       ] [697/3546] Forecasting CIO...
[2025-12-29T20:19:06.476741] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-29T20:19:06.476794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-29T20:19:06.489314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-29T20:19:06.489589] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-29T20:19:06.490348] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-29T20:19:06.490404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:06.490436] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:06.490463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:06.490521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:06.546724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:06.547303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:06.547381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:06.547412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:06.660673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:06.660790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:06.660826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:06.660853] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:06.664026] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-29T20:19:06.664291] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-29T20:19:06.664416] [INFO ] [sig       ] CIO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:06.802521] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CIO.txt
[2025-12-29T20:19:06.802650] [INFO ] [sig       ] [697/3546] Completed CIO in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-29T20:19:06.802690] [INFO ] [sig       ] [698/3546] Forecasting CION...
[2025-12-29T20:19:06.802719] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-29T20:19:06.802748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-29T20:19:06.813721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-29T20:19:06.814022] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-29T20:19:06.814819] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-29T20:19:06.814871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:06.814903] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:06.814929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:06.814987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:06.871753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:06.872658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:06.872755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:06.872796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:06.997281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:06.997444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:06.997483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:06.997512] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:07.000862] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-29T20:19:07.001134] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-29T20:19:07.001257] [INFO ] [sig       ] CION: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:07.139732] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CION.txt
[2025-12-29T20:19:07.139857] [INFO ] [sig       ] [698/3546] Completed CION in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-29T20:19:07.139897] [INFO ] [sig       ] [699/3546] Forecasting CIVB...
[2025-12-29T20:19:07.139926] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-29T20:19:07.139956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-29T20:19:07.152543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-29T20:19:07.153020] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-29T20:19:07.153913] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-29T20:19:07.153977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:07.154026] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:07.154064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:07.154127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:07.214229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:07.215161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:07.215248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:07.215280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:07.338357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:07.338531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:07.338587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:07.338619] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:07.342045] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=28.92%)
[2025-12-29T20:19:07.342324] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-29T20:19:07.342454] [INFO ] [sig       ] CIVB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:07.482995] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CIVB.txt
[2025-12-29T20:19:07.483132] [INFO ] [sig       ] [699/3546] Completed CIVB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:07.483170] [INFO ] [sig       ] [700/3546] Forecasting CIVI...
[2025-12-29T20:19:07.483199] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-29T20:19:07.483229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-29T20:19:07.494557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-29T20:19:07.494902] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-29T20:19:07.495737] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-29T20:19:07.495791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:07.495835] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:07.495874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:07.495955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:07.553823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:07.554566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:07.554667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:07.554702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:07.675316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:07.675491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:07.675538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:07.675568] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:07.679205] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-29T20:19:07.679482] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-29T20:19:07.679630] [INFO ] [sig       ] CIVI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:07.822627] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CIVI.txt
[2025-12-29T20:19:07.822776] [INFO ] [sig       ] [700/3546] Completed CIVI in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:07.822815] [INFO ] [sig       ] [701/3546] Forecasting CLB...
[2025-12-29T20:19:07.822844] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-29T20:19:07.822875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-29T20:19:07.834945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-29T20:19:07.835316] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-29T20:19:07.836119] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-29T20:19:07.836172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:07.836203] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:07.836230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:07.836288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:07.893927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:07.894769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:07.894855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:07.894889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:08.010390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:08.010598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:08.010646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:08.010675] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:08.014287] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2025-12-29T20:19:08.014609] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-29T20:19:08.014746] [INFO ] [sig       ] CLB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:08.169345] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLB.txt
[2025-12-29T20:19:08.169499] [INFO ] [sig       ] [701/3546] Completed CLB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:08.169541] [INFO ] [sig       ] [702/3546] Forecasting CLBK...
[2025-12-29T20:19:08.169589] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-29T20:19:08.169623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-29T20:19:08.181532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-29T20:19:08.181934] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-29T20:19:08.182771] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-29T20:19:08.182836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:08.182870] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:08.182898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:08.182959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:08.242907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:08.243818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:08.243902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:08.243934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:08.364252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:08.364406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:08.364446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:08.364684] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:08.368675] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=31.45%)
[2025-12-29T20:19:08.372820] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-29T20:19:08.373019] [INFO ] [sig       ] CLBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:08.521043] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLBK.txt
[2025-12-29T20:19:08.521200] [INFO ] [sig       ] [702/3546] Completed CLBK in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:08.521240] [INFO ] [sig       ] [703/3546] Forecasting CLCO...
[2025-12-29T20:19:08.521274] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-29T20:19:08.521315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-29T20:19:08.533057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-29T20:19:08.533385] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-29T20:19:08.534199] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-29T20:19:08.534253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:08.534285] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:08.534311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:08.534369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:08.591754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:08.592654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:08.592739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:08.592771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:08.713445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:08.713615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:08.713658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:08.713686] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:08.717016] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-29T20:19:08.717285] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-29T20:19:08.717443] [INFO ] [sig       ] CLCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:08.863966] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLCO.txt
[2025-12-29T20:19:08.864129] [INFO ] [sig       ] [703/3546] Completed CLCO in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:08.864170] [INFO ] [sig       ] [704/3546] Forecasting CLDX...
[2025-12-29T20:19:08.864199] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-29T20:19:08.864230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-29T20:19:08.876415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-29T20:19:08.876801] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-29T20:19:08.877643] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-29T20:19:08.877699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:08.877732] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:08.877759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:08.877822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:08.938497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:08.939570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:08.939711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:08.939770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:09.064507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:09.064859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:09.064902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:09.064931] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:09.068659] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-12-29T20:19:09.068962] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-29T20:19:09.069092] [INFO ] [sig       ] CLDX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:09.212746] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CLDX.txt
[2025-12-29T20:19:09.212883] [INFO ] [sig       ] [704/3546] Completed CLDX in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:09.212924] [INFO ] [sig       ] [705/3546] Forecasting CLF...
[2025-12-29T20:19:09.212955] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-29T20:19:09.212984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-29T20:19:09.224501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-29T20:19:09.224854] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-29T20:19:09.225644] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-29T20:19:09.225699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:09.225732] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:09.225760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:09.225819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:09.283481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:09.284339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:09.284423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:09.284457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:09.415854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:09.416019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:09.416059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:09.416088] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:09.419836] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-29T20:19:09.420164] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-29T20:19:09.420306] [INFO ] [sig       ] CLF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:09.573741] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLF.txt
[2025-12-29T20:19:09.573904] [INFO ] [sig       ] [705/3546] Completed CLF in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:09.573947] [INFO ] [sig       ] [706/3546] Forecasting CLFD...
[2025-12-29T20:19:09.573978] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-29T20:19:09.574007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-29T20:19:09.586330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-29T20:19:09.586917] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-29T20:19:09.587958] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-29T20:19:09.588012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:09.588044] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:09.588070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:09.588128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:09.650465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:09.651361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:09.651449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:09.651483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:09.782852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:09.783005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:09.783046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:09.783076] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:09.786527] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-29T20:19:09.786820] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-29T20:19:09.786950] [INFO ] [sig       ] CLFD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:09.927407] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CLFD.txt
[2025-12-29T20:19:09.927560] [INFO ] [sig       ] [706/3546] Completed CLFD in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:09.927619] [INFO ] [sig       ] [707/3546] Forecasting CLH...
[2025-12-29T20:19:09.927649] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-29T20:19:09.927680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-29T20:19:09.938923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-29T20:19:09.939208] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-29T20:19:09.940106] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-29T20:19:09.940163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:09.940196] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:09.940224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:09.940285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:09.998101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:09.998824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:09.998906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:09.998941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:10.123408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:10.123587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:10.123630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:10.123660] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:10.127136] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-29T20:19:10.127468] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-29T20:19:10.127714] [INFO ] [sig       ] CLH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:10.269215] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLH.txt
[2025-12-29T20:19:10.269333] [INFO ] [sig       ] [707/3546] Completed CLH in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:10.269371] [INFO ] [sig       ] [708/3546] Forecasting CLLS...
[2025-12-29T20:19:10.269400] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-29T20:19:10.269428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-29T20:19:10.280796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-29T20:19:10.281091] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-29T20:19:10.281922] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-29T20:19:10.281976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:10.282009] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:10.282037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:10.282097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:10.340307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:10.340933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:10.341023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:10.341056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:10.461614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:10.461773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:10.461813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:10.461843] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:10.465344] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-12-29T20:19:10.465663] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-29T20:19:10.465796] [INFO ] [sig       ] CLLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:10.610848] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLLS.txt
[2025-12-29T20:19:10.611008] [INFO ] [sig       ] [708/3546] Completed CLLS in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:10.611048] [INFO ] [sig       ] [709/3546] Forecasting CLMB...
[2025-12-29T20:19:10.611077] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-29T20:19:10.611106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-29T20:19:10.623309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-29T20:19:10.623668] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-29T20:19:10.624478] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-29T20:19:10.624532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:10.624564] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:10.624621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:10.624680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:10.682102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:10.682750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:10.682829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:10.682861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:10.800973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:10.801131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:10.801187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:10.801216] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:10.804598] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-29T20:19:10.804864] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-29T20:19:10.804987] [INFO ] [sig       ] CLMB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:10.945001] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CLMB.txt
[2025-12-29T20:19:10.945123] [INFO ] [sig       ] [709/3546] Completed CLMB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-29T20:19:10.945161] [INFO ] [sig       ] [710/3546] Forecasting CLNE...
[2025-12-29T20:19:10.945192] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-29T20:19:10.945221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-29T20:19:10.956553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-29T20:19:10.956835] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-29T20:19:10.957626] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-29T20:19:10.957678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:10.957709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:10.957734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:10.957791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:11.014484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:11.015107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:11.015186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:11.015217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:11.131231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:11.131419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:11.131461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:11.131489] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:11.134841] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2025-12-29T20:19:11.135113] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-29T20:19:11.135240] [INFO ] [sig       ] CLNE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:11.275986] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLNE.txt
[2025-12-29T20:19:11.276142] [INFO ] [sig       ] [710/3546] Completed CLNE in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-29T20:19:11.276182] [INFO ] [sig       ] [711/3546] Forecasting CLNN...
[2025-12-29T20:19:11.276211] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-29T20:19:11.276240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-29T20:19:11.288056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-29T20:19:11.288397] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-29T20:19:11.289370] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-29T20:19:11.289436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:11.289473] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:11.289506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:11.289603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:11.347296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:11.348192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:11.348277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:11.348310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:11.467128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:11.467295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:11.467335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:11.467364] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:11.470971] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-12-29T20:19:11.471312] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-29T20:19:11.471461] [INFO ] [sig       ] CLNN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:11.618170] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CLNN.txt
[2025-12-29T20:19:11.618324] [INFO ] [sig       ] [711/3546] Completed CLNN in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-29T20:19:11.618364] [INFO ] [sig       ] [712/3546] Forecasting CLOA...
[2025-12-29T20:19:11.618394] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-29T20:19:11.618423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-29T20:19:11.631453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-29T20:19:11.631863] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-29T20:19:11.632662] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-29T20:19:11.632715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:11.632748] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:11.632774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:11.632832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:11.689677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:11.690569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:11.690673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:11.690706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:11.789549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:11.789733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:11.789774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:11.789802] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:11.793519] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2025-12-29T20:19:11.794165] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-29T20:19:11.794333] [INFO ] [sig       ] CLOA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:11.945601] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CLOA.txt
[2025-12-29T20:19:11.945761] [INFO ] [sig       ] [712/3546] Completed CLOA in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-29T20:19:11.945804] [INFO ] [sig       ] [713/3546] Forecasting CLRB...
[2025-12-29T20:19:11.945832] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-29T20:19:11.945862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-29T20:19:11.957278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-29T20:19:11.957638] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-29T20:19:11.958431] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-29T20:19:11.958495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:11.958545] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:11.958621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:11.958699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:12.017179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:12.018032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:12.018112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:12.018145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:12.135871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:12.136028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:12.136066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:12.136094] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:12.139394] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-29T20:19:12.139715] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-29T20:19:12.139841] [INFO ] [sig       ] CLRB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:12.280617] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLRB.txt
[2025-12-29T20:19:12.280739] [INFO ] [sig       ] [713/3546] Completed CLRB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-29T20:19:12.280802] [INFO ] [sig       ] [714/3546] Forecasting CLRO...
[2025-12-29T20:19:12.280833] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-29T20:19:12.280863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-29T20:19:12.291862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-29T20:19:12.292147] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-29T20:19:12.292947] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-29T20:19:12.293000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:12.293031] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:12.293058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:12.293116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:12.350400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:12.351047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:12.351124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:12.351156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:12.459726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:12.459836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:12.459873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:12.459900] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:12.463030] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-12-29T20:19:12.463291] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-29T20:19:12.463414] [INFO ] [sig       ] CLRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:12.605008] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CLRO.txt
[2025-12-29T20:19:12.605119] [INFO ] [sig       ] [714/3546] Completed CLRO in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-29T20:19:12.605158] [INFO ] [sig       ] [715/3546] Forecasting CLS...
[2025-12-29T20:19:12.605186] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-29T20:19:12.605215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-29T20:19:12.616535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-29T20:19:12.616821] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-29T20:19:12.617570] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-29T20:19:12.617644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:12.617674] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:12.617700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:12.617758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:12.675410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:12.676042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:12.676127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:12.676159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:12.797982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:12.798101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:12.798137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:12.798165] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:12.801383] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-29T20:19:12.801664] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-29T20:19:12.801788] [INFO ] [sig       ] CLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:12.943009] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CLS.txt
[2025-12-29T20:19:12.943142] [INFO ] [sig       ] [715/3546] Completed CLS in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-29T20:19:12.943187] [INFO ] [sig       ] [716/3546] Forecasting CLX...
[2025-12-29T20:19:12.943219] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-29T20:19:12.943247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-29T20:19:12.954738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-29T20:19:12.955000] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-29T20:19:12.955778] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-29T20:19:12.955830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:12.955861] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:12.955887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:12.955945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:13.012944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:13.013529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:13.013655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:13.013691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:13.132435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:13.132596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:13.132636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:13.132665] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:13.136006] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-29T20:19:13.136278] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-29T20:19:13.136404] [INFO ] [sig       ] CLX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:13.274009] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CLX.txt
[2025-12-29T20:19:13.274143] [INFO ] [sig       ] [716/3546] Completed CLX in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:13.274187] [INFO ] [sig       ] [717/3546] Forecasting CM...
[2025-12-29T20:19:13.274217] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-29T20:19:13.274246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-29T20:19:13.286210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-29T20:19:13.286512] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-29T20:19:13.287325] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-29T20:19:13.287377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:13.287409] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:13.287443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:13.287541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:13.343418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:13.344097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:13.344176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:13.344208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:13.462303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:13.462461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:13.462503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:13.462531] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:13.466029] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-29T20:19:13.466314] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-29T20:19:13.466442] [INFO ] [sig       ] CM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:13.604772] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CM.txt
[2025-12-29T20:19:13.604909] [INFO ] [sig       ] [717/3546] Completed CM in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:13.604948] [INFO ] [sig       ] [718/3546] Forecasting CMA...
[2025-12-29T20:19:13.604978] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-29T20:19:13.605007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-29T20:19:13.620674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-29T20:19:13.621264] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-29T20:19:13.622500] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-29T20:19:13.622560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:13.622616] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:13.622644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:13.622706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:13.690267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:13.691821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:13.691956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:13.691992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:13.831896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:13.832191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:13.832240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:13.832269] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:13.837198] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-12-29T20:19:13.837509] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-29T20:19:13.837668] [INFO ] [sig       ] CMA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:13.999787] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMA.txt
[2025-12-29T20:19:14.000001] [INFO ] [sig       ] [718/3546] Completed CMA in 0.4s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:14.000046] [INFO ] [sig       ] [719/3546] Forecasting CMC...
[2025-12-29T20:19:14.000075] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-29T20:19:14.000105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-29T20:19:14.014473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-29T20:19:14.014882] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-29T20:19:14.015994] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-29T20:19:14.016049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:14.016081] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:14.016108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:14.016170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:14.087535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:14.089089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:14.089244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:14.089331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:14.238625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:14.239000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:14.239070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:14.239103] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:14.245337] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-29T20:19:14.246099] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-29T20:19:14.246326] [INFO ] [sig       ] CMC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:14.413337] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMC.txt
[2025-12-29T20:19:14.413541] [INFO ] [sig       ] [719/3546] Completed CMC in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:14.413605] [INFO ] [sig       ] [720/3546] Forecasting CMCM...
[2025-12-29T20:19:14.413638] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-29T20:19:14.413671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-29T20:19:14.429376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-29T20:19:14.430115] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-29T20:19:14.431349] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-29T20:19:14.431433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:14.431469] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:14.431494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:14.431553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:14.504324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:14.505470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:14.505637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:14.505708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:14.630749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:14.631014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:14.631060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:14.631115] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:14.635589] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=38.84%)
[2025-12-29T20:19:14.636001] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-29T20:19:14.636191] [INFO ] [sig       ] CMCM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:14.805673] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMCM.txt
[2025-12-29T20:19:14.805897] [INFO ] [sig       ] [720/3546] Completed CMCM in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:14.805980] [INFO ] [sig       ] [721/3546] Forecasting CMCO...
[2025-12-29T20:19:14.806012] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-29T20:19:14.806044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-29T20:19:14.821207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-29T20:19:14.822072] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-29T20:19:14.823394] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-29T20:19:14.823480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:14.823513] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:14.823561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:14.823643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:14.892970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:14.894229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:14.894331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:14.894367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:15.036329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:15.036551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:15.036615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:15.036646] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:15.040389] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-12-29T20:19:15.040750] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-29T20:19:15.040893] [INFO ] [sig       ] CMCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:15.205841] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMCO.txt
[2025-12-29T20:19:15.206068] [INFO ] [sig       ] [721/3546] Completed CMCO in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:15.206114] [INFO ] [sig       ] [722/3546] Forecasting CMCSA...
[2025-12-29T20:19:15.206147] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-29T20:19:15.206219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-29T20:19:15.220693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-29T20:19:15.221116] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-29T20:19:15.222266] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-29T20:19:15.222321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:15.222355] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:15.222384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:15.222446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:15.285932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:15.287265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:15.287364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:15.287451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:15.421125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:15.421381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:15.421452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:15.421487] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:15.426725] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2025-12-29T20:19:15.427335] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-29T20:19:15.427604] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:15.587041] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMCSA.txt
[2025-12-29T20:19:15.587230] [INFO ] [sig       ] [722/3546] Completed CMCSA in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:15.587275] [INFO ] [sig       ] [723/3546] Forecasting CME...
[2025-12-29T20:19:15.587306] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-29T20:19:15.587337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-29T20:19:15.600506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-29T20:19:15.600971] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-29T20:19:15.601968] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-29T20:19:15.602034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:15.602082] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:15.602122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:15.602185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:15.671489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:15.672655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:15.672756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:15.672789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:15.809116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:15.809362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:15.809408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:15.809437] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:15.813312] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-12-29T20:19:15.813633] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-29T20:19:15.813771] [INFO ] [sig       ] CME: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:15.970038] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CME.txt
[2025-12-29T20:19:15.970258] [INFO ] [sig       ] [723/3546] Completed CME in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:15.970308] [INFO ] [sig       ] [724/3546] Forecasting CMG...
[2025-12-29T20:19:15.970345] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-29T20:19:15.970376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-29T20:19:15.983722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-29T20:19:15.984122] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-29T20:19:15.984964] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-29T20:19:15.985020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:15.985052] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:15.985089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:15.985154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:16.041550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:16.042245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:16.042327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:16.042359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:16.162353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:16.162521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:16.162561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:16.162611] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:16.166093] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-12-29T20:19:16.166405] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-29T20:19:16.166547] [INFO ] [sig       ] CMG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:16.309167] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMG.txt
[2025-12-29T20:19:16.309336] [INFO ] [sig       ] [724/3546] Completed CMG in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:16.309377] [INFO ] [sig       ] [725/3546] Forecasting CMI...
[2025-12-29T20:19:16.309406] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-29T20:19:16.309437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-29T20:19:16.323603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-29T20:19:16.324150] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-29T20:19:16.325136] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-29T20:19:16.325197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:16.325235] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:16.325283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:16.325378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:16.384789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:16.385984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:16.386090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:16.386124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:16.513033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:16.513256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:16.513301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:16.513331] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:16.517309] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-12-29T20:19:16.517669] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-29T20:19:16.517814] [INFO ] [sig       ] CMI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:16.664239] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMI.txt
[2025-12-29T20:19:16.664454] [INFO ] [sig       ] [725/3546] Completed CMI in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:16.664498] [INFO ] [sig       ] [726/3546] Forecasting CMMB...
[2025-12-29T20:19:16.664528] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-29T20:19:16.664560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-29T20:19:16.678551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-29T20:19:16.678997] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-29T20:19:16.679875] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-29T20:19:16.679930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:16.679960] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:16.679985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:16.680043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:16.738070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:16.738875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:16.738966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:16.738998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:16.860291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:16.860518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:16.860564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:16.860612] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:16.864190] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-29T20:19:16.864491] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-29T20:19:16.864648] [INFO ] [sig       ] CMMB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:17.010473] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMMB.txt
[2025-12-29T20:19:17.010638] [INFO ] [sig       ] [726/3546] Completed CMMB in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:17.010680] [INFO ] [sig       ] [727/3546] Forecasting CMP...
[2025-12-29T20:19:17.010711] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-29T20:19:17.010740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-29T20:19:17.025026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-29T20:19:17.025637] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-29T20:19:17.026648] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-29T20:19:17.026705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:17.026737] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:17.026763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:17.026847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:17.087073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:17.088198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:17.088300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:17.088335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:17.214357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:17.214610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:17.214658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:17.214688] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:17.218612] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-12-29T20:19:17.218948] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-29T20:19:17.219088] [INFO ] [sig       ] CMP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:17.365097] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMP.txt
[2025-12-29T20:19:17.365301] [INFO ] [sig       ] [727/3546] Completed CMP in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:17.365345] [INFO ] [sig       ] [728/3546] Forecasting CMPO...
[2025-12-29T20:19:17.365378] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-29T20:19:17.365408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-29T20:19:17.378992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-29T20:19:17.379415] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-29T20:19:17.380284] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-29T20:19:17.380339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:17.380370] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:17.380395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:17.380454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:17.438014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:17.439030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:17.439118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:17.439151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:17.562305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:17.562480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:17.562541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:17.562613] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:17.566124] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=41.56%)
[2025-12-29T20:19:17.566425] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-29T20:19:17.566561] [INFO ] [sig       ] CMPO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:17.714981] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMPO.txt
[2025-12-29T20:19:17.715159] [INFO ] [sig       ] [728/3546] Completed CMPO in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-29T20:19:17.715209] [INFO ] [sig       ] [729/3546] Forecasting CMPS...
[2025-12-29T20:19:17.715242] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-29T20:19:17.715271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-29T20:19:17.729040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-29T20:19:17.729512] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-29T20:19:17.730424] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-29T20:19:17.730480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:17.730513] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:17.730539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:17.730619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:17.788503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:17.789597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:17.789724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:17.789762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:17.913723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:17.913951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:17.913996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:17.914025] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:17.917981] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-29T20:19:17.918290] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-29T20:19:17.918431] [INFO ] [sig       ] CMPS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:18.061798] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMPS.txt
[2025-12-29T20:19:18.062035] [INFO ] [sig       ] [729/3546] Completed CMPS in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-29T20:19:18.062088] [INFO ] [sig       ] [730/3546] Forecasting CMPX...
[2025-12-29T20:19:18.062122] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-29T20:19:18.062157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-29T20:19:18.075507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-29T20:19:18.075953] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-29T20:19:18.076806] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-29T20:19:18.076860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:18.076892] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:18.076918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:18.076982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:18.133174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:18.134115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:18.134203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:18.134236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:18.258650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:18.258847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:18.258891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:18.259110] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:18.263589] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=29.58%)
[2025-12-29T20:19:18.264203] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-29T20:19:18.264378] [INFO ] [sig       ] CMPX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:18.410471] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMPX.txt
[2025-12-29T20:19:18.410672] [INFO ] [sig       ] [730/3546] Completed CMPX in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-29T20:19:18.410768] [INFO ] [sig       ] [731/3546] Forecasting CMRE...
[2025-12-29T20:19:18.410799] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-29T20:19:18.410828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-29T20:19:18.422831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-29T20:19:18.423121] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-29T20:19:18.423937] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-29T20:19:18.423992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:18.424025] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:18.424053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:18.424114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:18.481755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:18.482504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:18.482606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:18.482645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:18.602865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:18.603027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:18.603068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:18.603097] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:18.606639] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-29T20:19:18.606936] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-29T20:19:18.607067] [INFO ] [sig       ] CMRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:18.748844] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMRE.txt
[2025-12-29T20:19:18.749029] [INFO ] [sig       ] [731/3546] Completed CMRE in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-29T20:19:18.749077] [INFO ] [sig       ] [732/3546] Forecasting CMS...
[2025-12-29T20:19:18.749108] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-29T20:19:18.749138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-29T20:19:18.761132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-29T20:19:18.761487] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-29T20:19:18.762309] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-29T20:19:18.762363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:18.762396] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:18.762425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:18.762485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:18.819829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:18.820701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:18.820782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:18.820814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:18.947914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:18.948068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:18.948107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:18.948137] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:18.951504] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2025-12-29T20:19:18.951796] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-29T20:19:18.951923] [INFO ] [sig       ] CMS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:19.093095] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMS.txt
[2025-12-29T20:19:19.093226] [INFO ] [sig       ] [732/3546] Completed CMS in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-29T20:19:19.093267] [INFO ] [sig       ] [733/3546] Forecasting CMSA...
[2025-12-29T20:19:19.093295] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-29T20:19:19.093324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-29T20:19:19.105969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-29T20:19:19.106324] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-29T20:19:19.107341] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-29T20:19:19.107393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:19.107424] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:19.107451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:19.107508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:19.168270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:19.169245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:19.169335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:19.169369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:19.281920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:19.282101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:19.282152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:19.282185] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:19.285636] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-29T20:19:19.285923] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-29T20:19:19.286053] [INFO ] [sig       ] CMSA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:19.433878] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMSA.txt
[2025-12-29T20:19:19.434040] [INFO ] [sig       ] [733/3546] Completed CMSA in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:19.434079] [INFO ] [sig       ] [734/3546] Forecasting CMSC...
[2025-12-29T20:19:19.434108] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-29T20:19:19.434137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-29T20:19:19.446974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-29T20:19:19.447380] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-29T20:19:19.448563] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-29T20:19:19.448655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:19.448696] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:19.448954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:19.449018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:19.513421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:19.514291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:19.514378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:19.514413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:19.637729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:19.637884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:19.637926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:19.637956] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:19.641661] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-12-29T20:19:19.641996] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-29T20:19:19.642154] [INFO ] [sig       ] CMSC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:19.795052] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CMSC.txt
[2025-12-29T20:19:19.795203] [INFO ] [sig       ] [734/3546] Completed CMSC in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:19.795244] [INFO ] [sig       ] [735/3546] Forecasting CMSD...
[2025-12-29T20:19:19.795274] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-29T20:19:19.795304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-29T20:19:19.807489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-29T20:19:19.807846] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-29T20:19:19.808694] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-29T20:19:19.808786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:19.808826] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:19.808852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:19.808910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:19.866879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:19.867770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:19.867859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:19.867891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:19.987705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:19.987863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:19.987904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:19.987932] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:19.991374] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-29T20:19:19.991703] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-29T20:19:19.991833] [INFO ] [sig       ] CMSD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:20.133206] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMSD.txt
[2025-12-29T20:19:20.133363] [INFO ] [sig       ] [735/3546] Completed CMSD in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:20.133422] [INFO ] [sig       ] [736/3546] Forecasting CMTG...
[2025-12-29T20:19:20.133457] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-29T20:19:20.133487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-29T20:19:20.145700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-29T20:19:20.146063] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-29T20:19:20.146874] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-29T20:19:20.146927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:20.146959] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:20.146986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:20.147043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:20.206148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:20.207050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:20.207140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:20.207174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:20.329088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:20.329248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:20.329294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:20.329324] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:20.332799] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=88.68%)
[2025-12-29T20:19:20.333105] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-29T20:19:20.333264] [INFO ] [sig       ] CMTG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:20.474651] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMTG.txt
[2025-12-29T20:19:20.474810] [INFO ] [sig       ] [736/3546] Completed CMTG in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:20.474851] [INFO ] [sig       ] [737/3546] Forecasting CMTL...
[2025-12-29T20:19:20.474881] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-29T20:19:20.474910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-29T20:19:20.486499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-29T20:19:20.486875] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-29T20:19:20.487676] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-29T20:19:20.487738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:20.487771] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:20.487798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:20.487855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:20.545792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:20.546649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:20.546732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:20.546767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:20.667556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:20.667734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:20.667774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:20.667802] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:20.671212] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=78.53%)
[2025-12-29T20:19:20.671488] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-29T20:19:20.671634] [INFO ] [sig       ] CMTL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:20.816004] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CMTL.txt
[2025-12-29T20:19:20.816155] [INFO ] [sig       ] [737/3546] Completed CMTL in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:20.816194] [INFO ] [sig       ] [738/3546] Forecasting CNA...
[2025-12-29T20:19:20.816225] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-29T20:19:20.816255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-29T20:19:20.828008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-29T20:19:20.828352] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-29T20:19:20.829209] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-29T20:19:20.829263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:20.829295] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:20.829322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:20.829380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:20.887394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:20.888246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:20.888335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:20.888370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:21.007670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:21.007830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:21.007870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:21.007900] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:21.011270] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=61.14%)
[2025-12-29T20:19:21.011540] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-29T20:19:21.011680] [INFO ] [sig       ] CNA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:21.151246] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CNA.txt
[2025-12-29T20:19:21.151402] [INFO ] [sig       ] [738/3546] Completed CNA in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:21.151444] [INFO ] [sig       ] [739/3546] Forecasting CNC...
[2025-12-29T20:19:21.151474] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-29T20:19:21.151503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-29T20:19:21.163548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-29T20:19:21.163925] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-29T20:19:21.164731] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-29T20:19:21.164784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:21.164815] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:21.164841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:21.164898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:21.223100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:21.223988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:21.224071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:21.224106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:21.342206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:21.342358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:21.342397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:21.342425] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:21.345788] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-29T20:19:21.346072] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-29T20:19:21.346199] [INFO ] [sig       ] CNC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:21.487545] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CNC.txt
[2025-12-29T20:19:21.487710] [INFO ] [sig       ] [739/3546] Completed CNC in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:21.487751] [INFO ] [sig       ] [740/3546] Forecasting CNF...
[2025-12-29T20:19:21.487779] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-29T20:19:21.487809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-29T20:19:21.499768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-29T20:19:21.500125] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-29T20:19:21.500982] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-29T20:19:21.501035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:21.501066] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:21.501092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:21.501149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:21.559166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:21.559991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:21.560073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:21.560105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:21.667852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:21.668003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:21.668042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:21.668070] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:21.671418] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-29T20:19:21.671704] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-29T20:19:21.671824] [INFO ] [sig       ] CNF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:21.812011] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNF.txt
[2025-12-29T20:19:21.812147] [INFO ] [sig       ] [740/3546] Completed CNF in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:21.812192] [INFO ] [sig       ] [741/3546] Forecasting CNI...
[2025-12-29T20:19:21.812222] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-29T20:19:21.812252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-29T20:19:21.827773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-29T20:19:21.828224] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-29T20:19:21.829099] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-29T20:19:21.829153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:21.829185] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:21.829211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:21.829268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:21.885917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:21.886728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:21.886813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:21.886847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:22.002172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:22.002326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:22.002367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:22.002394] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:22.005829] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-29T20:19:22.006106] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-29T20:19:22.006232] [INFO ] [sig       ] CNI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:22.147071] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CNI.txt
[2025-12-29T20:19:22.147237] [INFO ] [sig       ] [741/3546] Completed CNI in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:22.147277] [INFO ] [sig       ] [742/3546] Forecasting CNK...
[2025-12-29T20:19:22.147306] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-29T20:19:22.147336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-29T20:19:22.158952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-29T20:19:22.159296] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-29T20:19:22.160139] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-29T20:19:22.160191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:22.160223] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:22.160249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:22.160306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:22.217096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:22.217955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:22.218037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:22.218070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:22.340826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:22.340985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:22.341024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:22.341052] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:22.344493] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-29T20:19:22.344808] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-29T20:19:22.344958] [INFO ] [sig       ] CNK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:22.487146] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNK.txt
[2025-12-29T20:19:22.487303] [INFO ] [sig       ] [742/3546] Completed CNK in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:22.487343] [INFO ] [sig       ] [743/3546] Forecasting CNM...
[2025-12-29T20:19:22.487373] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-29T20:19:22.487402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-29T20:19:22.498428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-29T20:19:22.498807] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-29T20:19:22.499597] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-29T20:19:22.499654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:22.499691] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:22.499724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:22.499794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:22.560953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:22.561936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:22.562033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:22.562069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:22.688242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:22.688397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:22.688440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:22.688469] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:22.692006] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=43.02%)
[2025-12-29T20:19:22.692281] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-29T20:19:22.692411] [INFO ] [sig       ] CNM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:22.834089] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNM.txt
[2025-12-29T20:19:22.834254] [INFO ] [sig       ] [743/3546] Completed CNM in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:22.834298] [INFO ] [sig       ] [744/3546] Forecasting CNMD...
[2025-12-29T20:19:22.834327] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-29T20:19:22.834367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-29T20:19:22.846033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-29T20:19:22.846419] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-29T20:19:22.847266] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-29T20:19:22.847320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:22.847353] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:22.847381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:22.847440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:22.905420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:22.906260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:22.906346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:22.906378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:23.029396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:23.029548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:23.029607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:23.029670] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:23.033058] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-12-29T20:19:23.033334] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-29T20:19:23.033463] [INFO ] [sig       ] CNMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:23.173936] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CNMD.txt
[2025-12-29T20:19:23.174069] [INFO ] [sig       ] [744/3546] Completed CNMD in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-29T20:19:23.174108] [INFO ] [sig       ] [745/3546] Forecasting CNNE...
[2025-12-29T20:19:23.174138] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-29T20:19:23.174168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-29T20:19:23.185225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-29T20:19:23.185513] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-29T20:19:23.186302] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-29T20:19:23.186355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:23.186387] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:23.186414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:23.186472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:23.245276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:23.246084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:23.246164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:23.246197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:23.369346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:23.369487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:23.369526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:23.369556] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:23.372997] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-29T20:19:23.373267] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-29T20:19:23.373393] [INFO ] [sig       ] CNNE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:23.517638] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CNNE.txt
[2025-12-29T20:19:23.517772] [INFO ] [sig       ] [745/3546] Completed CNNE in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-29T20:19:23.517818] [INFO ] [sig       ] [746/3546] Forecasting CNO...
[2025-12-29T20:19:23.517857] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-29T20:19:23.517892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-29T20:19:23.529411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-29T20:19:23.529727] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-29T20:19:23.530550] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-29T20:19:23.530622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:23.530656] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:23.530689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:23.530763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:23.592938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:23.593781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:23.593898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:23.593933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:23.713223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:23.713373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:23.713411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:23.713438] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:23.716776] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-29T20:19:23.717050] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-29T20:19:23.717176] [INFO ] [sig       ] CNO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:23.859004] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNO.txt
[2025-12-29T20:19:23.859163] [INFO ] [sig       ] [746/3546] Completed CNO in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-29T20:19:23.859202] [INFO ] [sig       ] [747/3546] Forecasting CNOB...
[2025-12-29T20:19:23.859231] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-29T20:19:23.859261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-29T20:19:23.870589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-29T20:19:23.870948] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-29T20:19:23.871763] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-29T20:19:23.871816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:23.871848] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:23.871875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:23.871932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:23.930114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:23.930995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:23.931075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:23.931107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:24.049188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:24.049316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:24.049352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:24.049380] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:24.052635] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=54.11%)
[2025-12-29T20:19:24.052907] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-29T20:19:24.053030] [INFO ] [sig       ] CNOB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:24.195154] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CNOB.txt
[2025-12-29T20:19:24.195338] [INFO ] [sig       ] [747/3546] Completed CNOB in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-29T20:19:24.195428] [INFO ] [sig       ] [748/3546] Forecasting CNP...
[2025-12-29T20:19:24.195469] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-29T20:19:24.195508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-29T20:19:24.210665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-29T20:19:24.211149] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-29T20:19:24.212251] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-29T20:19:24.212318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:24.212360] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:24.212410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:24.212497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:24.280658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:24.281534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:24.281645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:24.281685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:24.406885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:24.407047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:24.407095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:24.407126] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:24.410753] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-29T20:19:24.411042] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-29T20:19:24.411177] [INFO ] [sig       ] CNP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:24.566424] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNP.txt
[2025-12-29T20:19:24.566605] [INFO ] [sig       ] [748/3546] Completed CNP in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-29T20:19:24.566647] [INFO ] [sig       ] [749/3546] Forecasting CNQ...
[2025-12-29T20:19:24.566678] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-29T20:19:24.566709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-29T20:19:24.578990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-29T20:19:24.579408] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-29T20:19:24.580353] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-29T20:19:24.580414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:24.580476] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:24.580512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:24.580597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:24.642568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:24.643515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:24.643630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:24.643666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:24.767955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:24.768111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:24.768152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:24.768181] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:24.771629] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-12-29T20:19:24.771916] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-29T20:19:24.772050] [INFO ] [sig       ] CNQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:24.909870] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNQ.txt
[2025-12-29T20:19:24.910005] [INFO ] [sig       ] [749/3546] Completed CNQ in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-29T20:19:24.910045] [INFO ] [sig       ] [750/3546] Forecasting CNS...
[2025-12-29T20:19:24.910074] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-29T20:19:24.910103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-29T20:19:24.921520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-29T20:19:24.921850] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-29T20:19:24.922713] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-29T20:19:24.922766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:24.922803] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:24.922830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:24.922888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:24.989695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:24.990624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:24.990736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:24.990772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:25.122959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:25.123148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:25.123191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:25.123221] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:25.126978] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-12-29T20:19:25.127303] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-29T20:19:25.127461] [INFO ] [sig       ] CNS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:25.269688] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNS.txt
[2025-12-29T20:19:25.269859] [INFO ] [sig       ] [750/3546] Completed CNS in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:25.269902] [INFO ] [sig       ] [751/3546] Forecasting CNSP...
[2025-12-29T20:19:25.269931] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-29T20:19:25.269961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-29T20:19:25.281796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-29T20:19:25.282138] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-29T20:19:25.282977] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-29T20:19:25.283031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:25.283063] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:25.283116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:25.283189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:25.344761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:25.345675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:25.345759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:25.345795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:25.470833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:25.470991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:25.471032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:25.471061] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:25.474510] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-29T20:19:25.474813] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-29T20:19:25.474946] [INFO ] [sig       ] CNSP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:25.621814] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNSP.txt
[2025-12-29T20:19:25.621982] [INFO ] [sig       ] [751/3546] Completed CNSP in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:25.622027] [INFO ] [sig       ] [752/3546] Forecasting CNTA...
[2025-12-29T20:19:25.622056] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-29T20:19:25.622092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-29T20:19:25.634677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-29T20:19:25.635076] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-29T20:19:25.635947] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-29T20:19:25.636001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:25.636034] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:25.636060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:25.636118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:25.698814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:25.699657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:25.699743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:25.699802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:25.829862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:25.830040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:25.830091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:25.830124] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:25.835128] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=49.46%)
[2025-12-29T20:19:25.835474] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-29T20:19:25.835638] [INFO ] [sig       ] CNTA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:25.985444] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNTA.txt
[2025-12-29T20:19:25.985623] [INFO ] [sig       ] [752/3546] Completed CNTA in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:25.985668] [INFO ] [sig       ] [753/3546] Forecasting CNTY...
[2025-12-29T20:19:25.985700] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-29T20:19:25.985729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-29T20:19:25.998091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-29T20:19:25.998477] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-29T20:19:25.999335] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-29T20:19:25.999389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:25.999420] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:25.999447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:25.999505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:26.056719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:26.057627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:26.057724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:26.057757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:26.178807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:26.178968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:26.179009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:26.179037] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:26.182439] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-29T20:19:26.182727] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-29T20:19:26.182850] [INFO ] [sig       ] CNTY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:26.323772] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CNTY.txt
[2025-12-29T20:19:26.323958] [INFO ] [sig       ] [753/3546] Completed CNTY in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:26.324000] [INFO ] [sig       ] [754/3546] Forecasting CNVS...
[2025-12-29T20:19:26.324029] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-29T20:19:26.324059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-29T20:19:26.337046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-29T20:19:26.337442] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-29T20:19:26.338289] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-29T20:19:26.338345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:26.338379] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:26.338406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:26.338465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:26.415243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:26.416184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:26.416272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:26.416306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:26.551804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:26.551972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:26.552013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:26.552042] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:26.555853] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: DOWN (p=36.76%)
[2025-12-29T20:19:26.556170] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-29T20:19:26.556309] [INFO ] [sig       ] CNVS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:26.723305] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNVS.txt
[2025-12-29T20:19:26.723462] [INFO ] [sig       ] [754/3546] Completed CNVS in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:26.723502] [INFO ] [sig       ] [755/3546] Forecasting CNX...
[2025-12-29T20:19:26.723532] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-29T20:19:26.723562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-29T20:19:26.734914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-29T20:19:26.735194] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-29T20:19:26.735996] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-29T20:19:26.736049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:26.736080] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:26.736105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:26.736161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:26.794204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:26.795104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:26.795189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:26.795221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:26.916177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:26.916333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:26.916373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:26.916401] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:26.919816] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=19.19%)
[2025-12-29T20:19:26.920084] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-29T20:19:26.920209] [INFO ] [sig       ] CNX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:27.061781] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNX.txt
[2025-12-29T20:19:27.061938] [INFO ] [sig       ] [755/3546] Completed CNX in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:27.061979] [INFO ] [sig       ] [756/3546] Forecasting CNXC...
[2025-12-29T20:19:27.062008] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-29T20:19:27.062038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-29T20:19:27.074084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-29T20:19:27.074406] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-29T20:19:27.075207] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-29T20:19:27.075259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:27.075290] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:27.075317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:27.075374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:27.132736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:27.133621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:27.133706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:27.133738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:27.257717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:27.257904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:27.257953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:27.257983] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:27.261957] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-29T20:19:27.262329] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-29T20:19:27.262476] [INFO ] [sig       ] CNXC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:27.404356] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNXC.txt
[2025-12-29T20:19:27.404523] [INFO ] [sig       ] [756/3546] Completed CNXC in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:27.404564] [INFO ] [sig       ] [757/3546] Forecasting CNXN...
[2025-12-29T20:19:27.404615] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-29T20:19:27.404654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-29T20:19:27.416558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-29T20:19:27.416951] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-29T20:19:27.417766] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-29T20:19:27.417819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:27.417850] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:27.417876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:27.417939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:27.475135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:27.476029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:27.476111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:27.476144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:27.599729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:27.599919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:27.599968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:27.599997] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:27.603400] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=36.13%)
[2025-12-29T20:19:27.603705] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-29T20:19:27.603840] [INFO ] [sig       ] CNXN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:27.745193] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CNXN.txt
[2025-12-29T20:19:27.745325] [INFO ] [sig       ] [757/3546] Completed CNXN in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:27.745365] [INFO ] [sig       ] [758/3546] Forecasting COCO...
[2025-12-29T20:19:27.745393] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-29T20:19:27.745422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-29T20:19:27.756705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-29T20:19:27.757085] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-29T20:19:27.757918] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-29T20:19:27.757971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:27.758003] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:27.758030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:27.758092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:27.815255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:27.816101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:27.816181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:27.816213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:27.937728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:27.937894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:27.937940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:27.937973] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:27.944795] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=37.88%)
[2025-12-29T20:19:27.945135] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-29T20:19:27.945279] [INFO ] [sig       ] COCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:28.085186] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COCO.txt
[2025-12-29T20:19:28.085338] [INFO ] [sig       ] [758/3546] Completed COCO in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:28.085379] [INFO ] [sig       ] [759/3546] Forecasting CODA...
[2025-12-29T20:19:28.085410] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-29T20:19:28.085439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-29T20:19:28.098544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-29T20:19:28.098897] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-29T20:19:28.099700] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-29T20:19:28.099753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:28.099784] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:28.099810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:28.099881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:28.156652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:28.157308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:28.157388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:28.157421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:28.268553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:28.268724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:28.268783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:28.268817] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:28.272151] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-29T20:19:28.272419] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-29T20:19:28.272542] [INFO ] [sig       ] CODA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:28.412843] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CODA.txt
[2025-12-29T20:19:28.412963] [INFO ] [sig       ] [759/3546] Completed CODA in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:28.413001] [INFO ] [sig       ] [760/3546] Forecasting CODI...
[2025-12-29T20:19:28.413031] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-29T20:19:28.413060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-29T20:19:28.424829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-29T20:19:28.425119] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-29T20:19:28.425913] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-29T20:19:28.425965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:28.425996] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:28.426023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:28.426080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:28.484156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:28.484879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:28.484961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:28.484996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:28.600412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:28.600584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:28.600625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:28.600653] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:28.604035] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-29T20:19:28.604305] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-29T20:19:28.604429] [INFO ] [sig       ] CODI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:28.747468] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CODI.txt
[2025-12-29T20:19:28.747609] [INFO ] [sig       ] [760/3546] Completed CODI in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:28.747650] [INFO ] [sig       ] [761/3546] Forecasting COEP...
[2025-12-29T20:19:28.747679] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-29T20:19:28.747708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-29T20:19:28.759058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-29T20:19:28.759329] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-29T20:19:28.760170] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-29T20:19:28.760233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:28.760266] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:28.760294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:28.760352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:28.819562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:28.820292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:28.820398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:28.820432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:28.955894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:28.956070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:28.956113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:28.956142] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:28.959799] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-29T20:19:28.960168] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-29T20:19:28.960312] [INFO ] [sig       ] COEP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:29.101542] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COEP.txt
[2025-12-29T20:19:29.101722] [INFO ] [sig       ] [761/3546] Completed COEP in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-29T20:19:29.101761] [INFO ] [sig       ] [762/3546] Forecasting COF...
[2025-12-29T20:19:29.101795] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-29T20:19:29.101839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-29T20:19:29.113780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-29T20:19:29.114097] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-29T20:19:29.114908] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-29T20:19:29.114961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:29.114993] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:29.115019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:29.115076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:29.170888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:29.171482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:29.171560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:29.171609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:29.292867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:29.292983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:29.293019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:29.293048] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:29.296340] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-29T20:19:29.296625] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-29T20:19:29.296748] [INFO ] [sig       ] COF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:29.435802] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COF.txt
[2025-12-29T20:19:29.435924] [INFO ] [sig       ] [762/3546] Completed COF in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-29T20:19:29.435963] [INFO ] [sig       ] [763/3546] Forecasting COFS...
[2025-12-29T20:19:29.435991] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-29T20:19:29.436020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-29T20:19:29.447048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-29T20:19:29.447355] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-29T20:19:29.448310] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-29T20:19:29.448375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:29.448418] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:29.448449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:29.448524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:29.504743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:29.505558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:29.505657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:29.505690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:29.616230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:29.616346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:29.616383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:29.616411] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:29.619674] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-29T20:19:29.619945] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-29T20:19:29.620069] [INFO ] [sig       ] COFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:29.760243] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COFS.txt
[2025-12-29T20:19:29.760371] [INFO ] [sig       ] [763/3546] Completed COFS in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-29T20:19:29.760411] [INFO ] [sig       ] [764/3546] Forecasting COIN...
[2025-12-29T20:19:29.760440] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-29T20:19:29.760470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-29T20:19:29.771926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-29T20:19:29.772246] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-29T20:19:29.773107] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-29T20:19:29.773160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:29.773191] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:29.773217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:29.773275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:29.830060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:29.830692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:29.830770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:29.830802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:29.958434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:29.958604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:29.958644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:29.958678] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:29.962216] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=42.61%)
[2025-12-29T20:19:29.962494] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-29T20:19:29.962643] [INFO ] [sig       ] COIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:30.102270] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COIN.txt
[2025-12-29T20:19:30.102438] [INFO ] [sig       ] [764/3546] Completed COIN in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-29T20:19:30.102497] [INFO ] [sig       ] [765/3546] Forecasting COKE...
[2025-12-29T20:19:30.102537] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-29T20:19:30.102595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-29T20:19:30.114470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-29T20:19:30.114785] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-29T20:19:30.115564] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-29T20:19:30.115633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:30.115665] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:30.115692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:30.115749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:30.172657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:30.173376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:30.173455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:30.173487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:30.291292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:30.291443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:30.291482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:30.291510] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:30.294867] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-29T20:19:30.295138] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-29T20:19:30.295262] [INFO ] [sig       ] COKE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:30.434249] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/COKE.txt
[2025-12-29T20:19:30.434374] [INFO ] [sig       ] [765/3546] Completed COKE in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-29T20:19:30.434412] [INFO ] [sig       ] [766/3546] Forecasting COLB...
[2025-12-29T20:19:30.434441] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-29T20:19:30.434471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-29T20:19:30.446051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-29T20:19:30.446353] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-29T20:19:30.447141] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-29T20:19:30.447193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:30.447224] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:30.447251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:30.447309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:30.503735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:30.504443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:30.504522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:30.504553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:30.620689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:30.620831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:30.620870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:30.620898] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:30.624196] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-29T20:19:30.624477] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-29T20:19:30.624617] [INFO ] [sig       ] COLB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:30.768485] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COLB.txt
[2025-12-29T20:19:30.768631] [INFO ] [sig       ] [766/3546] Completed COLB in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-29T20:19:30.768672] [INFO ] [sig       ] [767/3546] Forecasting COLD...
[2025-12-29T20:19:30.768701] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-29T20:19:30.768731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-29T20:19:30.780592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-29T20:19:30.780897] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-29T20:19:30.781716] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-29T20:19:30.781768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:30.781800] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:30.781827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:30.781884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:30.838615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:30.839363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:30.839442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:30.839474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:30.961385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:30.961541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:30.961595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:30.961627] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:30.964954] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=81.72%)
[2025-12-29T20:19:30.965242] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-29T20:19:30.965367] [INFO ] [sig       ] COLD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:31.104705] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/COLD.txt
[2025-12-29T20:19:31.104834] [INFO ] [sig       ] [767/3546] Completed COLD in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-29T20:19:31.104872] [INFO ] [sig       ] [768/3546] Forecasting COLL...
[2025-12-29T20:19:31.104900] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-29T20:19:31.104929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-29T20:19:31.115823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-29T20:19:31.116118] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-29T20:19:31.116928] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-29T20:19:31.116992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:31.117053] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:31.117081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:31.117138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:31.174054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:31.174753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:31.174833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:31.174870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:31.298269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:31.298431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:31.298471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:31.298499] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:31.301900] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2025-12-29T20:19:31.302173] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-29T20:19:31.302301] [INFO ] [sig       ] COLL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:31.440398] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COLL.txt
[2025-12-29T20:19:31.440524] [INFO ] [sig       ] [768/3546] Completed COLL in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:31.440562] [INFO ] [sig       ] [769/3546] Forecasting COLM...
[2025-12-29T20:19:31.440609] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-29T20:19:31.440639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-29T20:19:31.451831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-29T20:19:31.452133] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-29T20:19:31.452948] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-29T20:19:31.453012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:31.453050] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:31.453077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:31.453134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:31.509802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:31.510466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:31.510543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:31.510593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:31.628403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:31.628556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:31.628614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:31.628643] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:31.632029] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-12-29T20:19:31.632302] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-29T20:19:31.632426] [INFO ] [sig       ] COLM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:31.775353] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/COLM.txt
[2025-12-29T20:19:31.775498] [INFO ] [sig       ] [769/3546] Completed COLM in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:31.775536] [INFO ] [sig       ] [770/3546] Forecasting COMM...
[2025-12-29T20:19:31.775567] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-29T20:19:31.775617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-29T20:19:31.787191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-29T20:19:31.787483] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-29T20:19:31.788274] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-29T20:19:31.788327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:31.788359] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:31.788385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:31.788447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:31.849649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:31.850557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:31.850656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:31.850689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:31.972909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:31.973061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:31.973099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:31.973127] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:31.976440] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: DOWN (p=44.40%)
[2025-12-29T20:19:31.976725] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-29T20:19:31.976848] [INFO ] [sig       ] COMM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:32.116182] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COMM.txt
[2025-12-29T20:19:32.116310] [INFO ] [sig       ] [770/3546] Completed COMM in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:32.116350] [INFO ] [sig       ] [771/3546] Forecasting COMP...
[2025-12-29T20:19:32.116379] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-29T20:19:32.116408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-29T20:19:32.127886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-29T20:19:32.128185] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-29T20:19:32.129042] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-29T20:19:32.129108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:32.129138] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:32.129164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:32.129221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:32.186533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:32.187133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:32.187210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:32.187242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:32.306892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:32.307034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:32.307071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:32.307129] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:32.311429] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=37.45%)
[2025-12-29T20:19:32.311756] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-29T20:19:32.311902] [INFO ] [sig       ] COMP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:32.451360] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COMP.txt
[2025-12-29T20:19:32.451475] [INFO ] [sig       ] [771/3546] Completed COMP in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:32.451514] [INFO ] [sig       ] [772/3546] Forecasting CONL...
[2025-12-29T20:19:32.451542] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-29T20:19:32.451587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-29T20:19:32.463071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-29T20:19:32.463345] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-29T20:19:32.464187] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-29T20:19:32.464241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:32.464284] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:32.464314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:32.464373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:32.522241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:32.522890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:32.522988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:32.523029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:32.648980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:32.649174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:32.649224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:32.649254] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:32.652872] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2025-12-29T20:19:32.653157] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-29T20:19:32.653289] [INFO ] [sig       ] CONL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:32.793240] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CONL.txt
[2025-12-29T20:19:32.793385] [INFO ] [sig       ] [772/3546] Completed CONL in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:32.793432] [INFO ] [sig       ] [773/3546] Forecasting COO...
[2025-12-29T20:19:32.793464] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-29T20:19:32.793502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-29T20:19:32.805733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-29T20:19:32.806024] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-29T20:19:32.806918] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-29T20:19:32.806983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:32.807022] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:32.807055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:32.807123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:32.864122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:32.864737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:32.864823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:32.864856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:32.982855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:32.982984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:32.983024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:32.983055] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:32.986459] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-29T20:19:32.986750] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-29T20:19:32.986878] [INFO ] [sig       ] COO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:33.127536] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/COO.txt
[2025-12-29T20:19:33.127670] [INFO ] [sig       ] [773/3546] Completed COO in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:33.127710] [INFO ] [sig       ] [774/3546] Forecasting COP...
[2025-12-29T20:19:33.127740] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-29T20:19:33.127770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-29T20:19:33.139057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-29T20:19:33.139325] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-29T20:19:33.140103] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-29T20:19:33.140154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:33.140184] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:33.140210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:33.140267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:33.196826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:33.197424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:33.197502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:33.197534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:33.317251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:33.317425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:33.317469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:33.317501] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:33.321096] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-29T20:19:33.321379] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-29T20:19:33.321506] [INFO ] [sig       ] COP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:33.460630] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COP.txt
[2025-12-29T20:19:33.460751] [INFO ] [sig       ] [774/3546] Completed COP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:33.460791] [INFO ] [sig       ] [775/3546] Forecasting COPP...
[2025-12-29T20:19:33.460820] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-29T20:19:33.460848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-29T20:19:33.472399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-29T20:19:33.472699] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-29T20:19:33.473479] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-29T20:19:33.473531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:33.473563] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:33.473609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:33.473672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:33.530261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:33.530929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:33.531013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:33.531046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:33.645981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:33.646119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:33.646329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:33.646357] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:33.649958] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-12-29T20:19:33.650224] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-29T20:19:33.650345] [INFO ] [sig       ] COPP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:33.791639] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/COPP.txt
[2025-12-29T20:19:33.791768] [INFO ] [sig       ] [775/3546] Completed COPP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:33.791813] [INFO ] [sig       ] [776/3546] Forecasting CORZ...
[2025-12-29T20:19:33.791843] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-29T20:19:33.791871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-29T20:19:33.803761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-29T20:19:33.804041] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-29T20:19:33.804856] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-29T20:19:33.804911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:33.804944] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:33.804971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:33.805040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:33.862109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:33.862707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:33.862784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:33.862815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:33.988532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:33.988684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:33.988721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:33.988749] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:33.992458] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-29T20:19:33.992741] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-29T20:19:33.992866] [INFO ] [sig       ] CORZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:34.136821] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CORZ.txt
[2025-12-29T20:19:34.136959] [INFO ] [sig       ] [776/3546] Completed CORZ in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-29T20:19:34.137009] [INFO ] [sig       ] [777/3546] Forecasting CORZZ...
[2025-12-29T20:19:34.137045] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-29T20:19:34.137081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-29T20:19:34.148982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-29T20:19:34.149285] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-29T20:19:34.150071] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-29T20:19:34.150123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:34.150155] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:34.150181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:34.150238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:34.207087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:34.207900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:34.208001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:34.208035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:34.322996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:34.323150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:34.323190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:34.323219] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:34.326678] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-12-29T20:19:34.326956] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-29T20:19:34.327129] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:34.469467] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CORZZ.txt
[2025-12-29T20:19:34.469651] [INFO ] [sig       ] [777/3546] Completed CORZZ in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:34.469692] [INFO ] [sig       ] [778/3546] Forecasting COTY...
[2025-12-29T20:19:34.469721] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-29T20:19:34.469749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-29T20:19:34.481600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-29T20:19:34.481974] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-29T20:19:34.482832] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-29T20:19:34.482886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:34.482919] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:34.482948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:34.483012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:34.540013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:34.540924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:34.541048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:34.541092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:34.666902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:34.667075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:34.667120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:34.667149] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:34.671022] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-29T20:19:34.671324] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-29T20:19:34.671454] [INFO ] [sig       ] COTY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:34.817241] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/COTY.txt
[2025-12-29T20:19:34.817420] [INFO ] [sig       ] [778/3546] Completed COTY in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:34.817460] [INFO ] [sig       ] [779/3546] Forecasting COWG...
[2025-12-29T20:19:34.817491] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-29T20:19:34.817520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-29T20:19:34.831000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-29T20:19:34.831452] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-29T20:19:34.832419] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-29T20:19:34.832480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:34.832517] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:34.832548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:34.832641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:34.898005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:34.898913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:34.898996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:34.899032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:35.019505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:35.019683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:35.019747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:35.019777] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:35.023198] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-29T20:19:35.023480] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-29T20:19:35.023627] [INFO ] [sig       ] COWG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:35.164113] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/COWG.txt
[2025-12-29T20:19:35.164255] [INFO ] [sig       ] [779/3546] Completed COWG in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:35.164295] [INFO ] [sig       ] [780/3546] Forecasting COYA...
[2025-12-29T20:19:35.164326] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-29T20:19:35.164356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-29T20:19:35.176464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-29T20:19:35.176775] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-29T20:19:35.177566] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-29T20:19:35.177637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:35.177670] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:35.177698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:35.177758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:35.235390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:35.236092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:35.236170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:35.236202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:35.348170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:35.348321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:35.348360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:35.348388] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:35.352883] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-29T20:19:35.353245] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-29T20:19:35.353399] [INFO ] [sig       ] COYA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:35.492624] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/COYA.txt
[2025-12-29T20:19:35.492744] [INFO ] [sig       ] [780/3546] Completed COYA in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:35.492782] [INFO ] [sig       ] [781/3546] Forecasting CP...
[2025-12-29T20:19:35.492812] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-29T20:19:35.492841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-29T20:19:35.504075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-29T20:19:35.504346] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-29T20:19:35.505152] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-29T20:19:35.505204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:35.505240] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:35.505266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:35.505322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:35.562841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:35.563696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:35.563799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:35.563832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:35.684887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:35.685031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:35.685070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:35.685101] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:35.688391] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-29T20:19:35.688677] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-29T20:19:35.688820] [INFO ] [sig       ] CP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:35.831083] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CP.txt
[2025-12-29T20:19:35.831259] [INFO ] [sig       ] [781/3546] Completed CP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:35.831301] [INFO ] [sig       ] [782/3546] Forecasting CPA...
[2025-12-29T20:19:35.831331] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-29T20:19:35.831362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-29T20:19:35.843282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-29T20:19:35.843588] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-29T20:19:35.844423] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-29T20:19:35.844478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:35.844510] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:35.844537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:35.844613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:35.902862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:35.903503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:35.903625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:35.903674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:36.025318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:36.025481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:36.025523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:36.025554] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:36.029090] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=41.96%)
[2025-12-29T20:19:36.029403] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-29T20:19:36.029540] [INFO ] [sig       ] CPA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:36.175673] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CPA.txt
[2025-12-29T20:19:36.175833] [INFO ] [sig       ] [782/3546] Completed CPA in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:36.175874] [INFO ] [sig       ] [783/3546] Forecasting CPB...
[2025-12-29T20:19:36.175905] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-29T20:19:36.175935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-29T20:19:36.187667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-29T20:19:36.187966] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-29T20:19:36.188802] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-29T20:19:36.188856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:36.188888] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:36.188925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:36.188985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:36.247349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:36.248213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:36.248298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:36.248331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:36.365917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:36.366052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:36.366092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:36.366122] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:36.369681] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-12-29T20:19:36.369959] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-29T20:19:36.370089] [INFO ] [sig       ] CPB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:36.521353] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CPB.txt
[2025-12-29T20:19:36.521509] [INFO ] [sig       ] [783/3546] Completed CPB in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:36.521551] [INFO ] [sig       ] [784/3546] Forecasting CPF...
[2025-12-29T20:19:36.521600] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-29T20:19:36.521633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-29T20:19:36.534855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-29T20:19:36.535141] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-29T20:19:36.535949] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-29T20:19:36.536003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:36.536036] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:36.536064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:36.536123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:36.593097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:36.593846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:36.593948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:36.593981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:36.709945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:36.710102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:36.710149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:36.710183] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:36.713502] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-29T20:19:36.713784] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-29T20:19:36.713911] [INFO ] [sig       ] CPF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:36.854513] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CPF.txt
[2025-12-29T20:19:36.854651] [INFO ] [sig       ] [784/3546] Completed CPF in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:36.854691] [INFO ] [sig       ] [785/3546] Forecasting CPIX...
[2025-12-29T20:19:36.854721] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-29T20:19:36.854750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-29T20:19:36.866664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-29T20:19:36.866987] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-29T20:19:36.867798] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-29T20:19:36.867850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:36.867907] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:36.867935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:36.867993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:36.928021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:36.928838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:36.928925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:36.928958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:37.055404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:37.055607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:37.055649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:37.055678] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:37.059073] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-29T20:19:37.059351] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-29T20:19:37.059478] [INFO ] [sig       ] CPIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:37.254879] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CPIX.txt
[2025-12-29T20:19:37.256346] [INFO ] [sig       ] [785/3546] Completed CPIX in 0.4s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-29T20:19:37.256392] [INFO ] [sig       ] [786/3546] Forecasting CPK...
[2025-12-29T20:19:37.256422] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-29T20:19:37.256451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-29T20:19:37.267716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-29T20:19:37.267995] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-29T20:19:37.268837] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-29T20:19:37.268891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:37.268923] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:37.268949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:37.269006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:37.325760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:37.326403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:37.326482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:37.326514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:37.442537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:37.442682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:37.442721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:37.442749] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:37.446030] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-29T20:19:37.446297] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-29T20:19:37.446425] [INFO ] [sig       ] CPK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:37.586247] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CPK.txt
[2025-12-29T20:19:37.586384] [INFO ] [sig       ] [786/3546] Completed CPK in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:37.586425] [INFO ] [sig       ] [787/3546] Forecasting CPNG...
[2025-12-29T20:19:37.586453] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-29T20:19:37.586505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-29T20:19:37.597401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-29T20:19:37.597733] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-29T20:19:37.598506] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-29T20:19:37.598557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:37.598608] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:37.598635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:37.598692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:37.658493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:37.659445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:37.659534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:37.659568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:37.798222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:37.798394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:37.798435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:37.798463] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:37.802092] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-29T20:19:37.802409] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-29T20:19:37.802589] [INFO ] [sig       ] CPNG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:37.943389] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CPNG.txt
[2025-12-29T20:19:37.943537] [INFO ] [sig       ] [787/3546] Completed CPNG in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:37.943597] [INFO ] [sig       ] [788/3546] Forecasting CPRI...
[2025-12-29T20:19:37.943631] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-29T20:19:37.943661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-29T20:19:37.955336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-29T20:19:37.955624] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-29T20:19:37.956402] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-29T20:19:37.956454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:37.956485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:37.956511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:37.956585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:38.013362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:38.013987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:38.014065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:38.014098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:38.131700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:38.131844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:38.131882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:38.131943] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:38.135240] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-29T20:19:38.135507] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-29T20:19:38.135662] [INFO ] [sig       ] CPRI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:38.282471] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CPRI.txt
[2025-12-29T20:19:38.282661] [INFO ] [sig       ] [788/3546] Completed CPRI in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:38.282705] [INFO ] [sig       ] [789/3546] Forecasting CPRX...
[2025-12-29T20:19:38.282736] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-29T20:19:38.282765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-29T20:19:38.295179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-29T20:19:38.295480] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-29T20:19:38.296316] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-29T20:19:38.296371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:38.296403] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:38.296430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:38.296489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:38.354457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:38.355361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:38.355445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:38.355477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:38.475726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:38.475895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:38.475940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:38.475970] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:38.479511] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-29T20:19:38.479852] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-29T20:19:38.479978] [INFO ] [sig       ] CPRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:38.618465] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CPRX.txt
[2025-12-29T20:19:38.618604] [INFO ] [sig       ] [789/3546] Completed CPRX in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:38.618645] [INFO ] [sig       ] [790/3546] Forecasting CPS...
[2025-12-29T20:19:38.618675] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-29T20:19:38.618704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-29T20:19:38.630281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-29T20:19:38.630586] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-29T20:19:38.631365] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-29T20:19:38.631419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:38.631451] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:38.631478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:38.631536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:38.687519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:38.688180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:38.688260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:38.688292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:38.809280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:38.809442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:38.809480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:38.809511] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:38.812859] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-29T20:19:38.813123] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-29T20:19:38.813245] [INFO ] [sig       ] CPS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:38.954904] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CPS.txt
[2025-12-29T20:19:38.955070] [INFO ] [sig       ] [790/3546] Completed CPS in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:38.955109] [INFO ] [sig       ] [791/3546] Forecasting CPSH...
[2025-12-29T20:19:38.955137] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-29T20:19:38.955348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-29T20:19:38.967937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-29T20:19:38.968509] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-29T20:19:38.969498] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-29T20:19:38.969551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:38.969608] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:38.969637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:38.969694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:39.029213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:39.030104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:39.030193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:39.030228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:39.187852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:39.188103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:39.188173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:39.188223] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:39.193622] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=79.08%)
[2025-12-29T20:19:39.194052] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-29T20:19:39.194248] [INFO ] [sig       ] CPSH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:39.377869] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CPSH.txt
[2025-12-29T20:19:39.378095] [INFO ] [sig       ] [791/3546] Completed CPSH in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:39.378148] [INFO ] [sig       ] [792/3546] Forecasting CPSS...
[2025-12-29T20:19:39.378185] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-29T20:19:39.378222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-29T20:19:39.394804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-29T20:19:39.395339] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-29T20:19:39.396507] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-29T20:19:39.396595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:39.396645] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:39.396683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:39.396766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:39.484247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:39.485408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:39.485522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:39.485596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:39.633398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:39.633625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:39.633699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:39.633761] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:39.638278] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-29T20:19:39.638700] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-29T20:19:39.638919] [INFO ] [sig       ] CPSS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:39.823897] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CPSS.txt
[2025-12-29T20:19:39.824114] [INFO ] [sig       ] [792/3546] Completed CPSS in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:39.824363] [INFO ] [sig       ] [793/3546] Forecasting CPZ...
[2025-12-29T20:19:39.824524] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-29T20:19:39.824592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-29T20:19:39.840773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-29T20:19:39.841301] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-29T20:19:39.842559] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-29T20:19:39.842675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:39.842720] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:39.842759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:39.842847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:39.926476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:39.927711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:39.927839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:39.927887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:40.085888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:40.086115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:40.086193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:40.086248] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:40.092138] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-12-29T20:19:40.092739] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-29T20:19:40.092965] [INFO ] [sig       ] CPZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:40.272741] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CPZ.txt
[2025-12-29T20:19:40.272917] [INFO ] [sig       ] [793/3546] Completed CPZ in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:40.272962] [INFO ] [sig       ] [794/3546] Forecasting CQP...
[2025-12-29T20:19:40.272994] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-29T20:19:40.273026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-29T20:19:40.286091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-29T20:19:40.286521] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-29T20:19:40.287436] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-29T20:19:40.287494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:40.287527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:40.287555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:40.287636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:40.349434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:40.350398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:40.350499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:40.350545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:40.477980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:40.478156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:40.478199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:40.478227] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:40.482461] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-29T20:19:40.482897] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-29T20:19:40.483076] [INFO ] [sig       ] CQP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:40.633798] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CQP.txt
[2025-12-29T20:19:40.633957] [INFO ] [sig       ] [794/3546] Completed CQP in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:40.633997] [INFO ] [sig       ] [795/3546] Forecasting CRAI...
[2025-12-29T20:19:40.634028] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-29T20:19:40.634057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-29T20:19:40.646523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-29T20:19:40.646899] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-29T20:19:40.647723] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-29T20:19:40.647776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:40.647808] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:40.647834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:40.647891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:40.705440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:40.706302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:40.706428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:40.706462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:40.828214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:40.828371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:40.828410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:40.828438] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:40.831870] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=41.00%)
[2025-12-29T20:19:40.832164] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-29T20:19:40.832303] [INFO ] [sig       ] CRAI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:40.975219] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRAI.txt
[2025-12-29T20:19:40.975377] [INFO ] [sig       ] [795/3546] Completed CRAI in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:40.975419] [INFO ] [sig       ] [796/3546] Forecasting CRBG...
[2025-12-29T20:19:40.975449] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-29T20:19:40.975478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-29T20:19:40.986431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-29T20:19:40.986793] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-29T20:19:40.987631] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-29T20:19:40.987697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:40.987731] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:40.987760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:40.987821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:41.044033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:41.044902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:41.044986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:41.045018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:41.163342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:41.163499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:41.163539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:41.163586] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:41.167020] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-29T20:19:41.167298] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-29T20:19:41.167428] [INFO ] [sig       ] CRBG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:41.308789] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRBG.txt
[2025-12-29T20:19:41.308934] [INFO ] [sig       ] [796/3546] Completed CRBG in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-29T20:19:41.308977] [INFO ] [sig       ] [797/3546] Forecasting CRBP...
[2025-12-29T20:19:41.309007] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-29T20:19:41.309037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-29T20:19:41.321107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-29T20:19:41.321421] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-29T20:19:41.322241] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-29T20:19:41.322296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:41.322328] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:41.322356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:41.322416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:41.378389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:41.379049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:41.379132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:41.379166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:41.496251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:41.496405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:41.496445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:41.496472] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:41.499847] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-29T20:19:41.500119] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-29T20:19:41.500247] [INFO ] [sig       ] CRBP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:41.641931] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRBP.txt
[2025-12-29T20:19:41.642088] [INFO ] [sig       ] [797/3546] Completed CRBP in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-29T20:19:41.642131] [INFO ] [sig       ] [798/3546] Forecasting CRC...
[2025-12-29T20:19:41.642160] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-29T20:19:41.642190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-29T20:19:41.655144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-29T20:19:41.655494] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-29T20:19:41.656297] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-29T20:19:41.656350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:41.656382] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:41.656409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:41.656467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:41.713281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:41.714205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:41.714290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:41.714322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:41.837246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:41.837405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:41.837444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:41.837473] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:41.840843] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-12-29T20:19:41.841115] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-29T20:19:41.841240] [INFO ] [sig       ] CRC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:41.980730] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRC.txt
[2025-12-29T20:19:41.980927] [INFO ] [sig       ] [798/3546] Completed CRC in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-29T20:19:41.980967] [INFO ] [sig       ] [799/3546] Forecasting CRDF...
[2025-12-29T20:19:41.980997] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-29T20:19:41.981026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-29T20:19:41.993300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-29T20:19:41.993671] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-29T20:19:41.994484] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-29T20:19:41.994537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:41.994568] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:41.994614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:41.994671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:42.052193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:42.053124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:42.053208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:42.053241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:42.167704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:42.167846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:42.167886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:42.167914] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:42.171196] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-12-29T20:19:42.171470] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-29T20:19:42.171611] [INFO ] [sig       ] CRDF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:42.310091] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRDF.txt
[2025-12-29T20:19:42.310209] [INFO ] [sig       ] [799/3546] Completed CRDF in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-29T20:19:42.310252] [INFO ] [sig       ] [800/3546] Forecasting CRDO...
[2025-12-29T20:19:42.310283] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-29T20:19:42.310312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-29T20:19:42.322341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-29T20:19:42.322690] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-29T20:19:42.323481] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-29T20:19:42.323533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:42.323564] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:42.323611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:42.323669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:42.382906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:42.383795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:42.383884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:42.383917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:42.517679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:42.517842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:42.517881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:42.517911] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:42.521462] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=71.09%)
[2025-12-29T20:19:42.521757] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-29T20:19:42.521885] [INFO ] [sig       ] CRDO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:42.665615] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRDO.txt
[2025-12-29T20:19:42.665763] [INFO ] [sig       ] [800/3546] Completed CRDO in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-29T20:19:42.665802] [INFO ] [sig       ] [801/3546] Forecasting CRESY...
[2025-12-29T20:19:42.665833] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-29T20:19:42.665862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-29T20:19:42.678978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-29T20:19:42.679338] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-29T20:19:42.680141] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-29T20:19:42.680193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:42.680224] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:42.680250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:42.680307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:42.738179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:42.739133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:42.739218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:42.739251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:42.864790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:42.864973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:42.865028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:42.865076] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:42.869678] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-12-29T20:19:42.870097] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-29T20:19:42.870461] [INFO ] [sig       ] CRESY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:43.031346] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRESY.txt
[2025-12-29T20:19:43.031730] [INFO ] [sig       ] [801/3546] Completed CRESY in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-29T20:19:43.031773] [INFO ] [sig       ] [802/3546] Forecasting CREX...
[2025-12-29T20:19:43.031803] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-29T20:19:43.031832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-29T20:19:43.044688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-29T20:19:43.045112] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-29T20:19:43.045973] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-29T20:19:43.046027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:43.046085] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:43.046114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:43.046176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:43.104883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:43.105781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:43.105871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:43.105903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:43.225754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:43.225912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:43.225952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:43.225980] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:43.229321] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-12-29T20:19:43.229605] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-29T20:19:43.229732] [INFO ] [sig       ] CREX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:43.371303] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CREX.txt
[2025-12-29T20:19:43.371425] [INFO ] [sig       ] [802/3546] Completed CREX in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:43.371464] [INFO ] [sig       ] [803/3546] Forecasting CRGO...
[2025-12-29T20:19:43.371493] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-29T20:19:43.371524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-29T20:19:43.383894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-29T20:19:43.384161] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-29T20:19:43.384969] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-29T20:19:43.385021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:43.385052] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:43.385078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:43.385136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:43.443822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:43.445003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:43.445089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:43.445122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:43.566187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:43.566355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:43.566416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:43.566448] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:43.570081] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=22.93%)
[2025-12-29T20:19:43.570415] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-29T20:19:43.570559] [INFO ] [sig       ] CRGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:43.721041] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRGO.txt
[2025-12-29T20:19:43.721206] [INFO ] [sig       ] [803/3546] Completed CRGO in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:43.721248] [INFO ] [sig       ] [804/3546] Forecasting CRGY...
[2025-12-29T20:19:43.721277] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-29T20:19:43.721306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-29T20:19:43.733493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-29T20:19:43.733841] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-29T20:19:43.734702] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-29T20:19:43.734757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:43.734791] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:43.734819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:43.734878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:43.794340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:43.795155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:43.795237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:43.795271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:43.917485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:43.917663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:43.917703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:43.917731] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:43.921205] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=68.17%)
[2025-12-29T20:19:43.921503] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-29T20:19:43.921657] [INFO ] [sig       ] CRGY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:44.066959] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRGY.txt
[2025-12-29T20:19:44.067121] [INFO ] [sig       ] [804/3546] Completed CRGY in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:44.067161] [INFO ] [sig       ] [805/3546] Forecasting CRH...
[2025-12-29T20:19:44.067192] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-29T20:19:44.067222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-29T20:19:44.078949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-29T20:19:44.079301] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-29T20:19:44.080115] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-29T20:19:44.080167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:44.080199] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:44.080225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:44.080283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:44.137617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:44.138499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:44.138600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:44.138635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:44.263034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:44.263190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:44.263231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:44.263295] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:44.266725] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-29T20:19:44.267008] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-29T20:19:44.267136] [INFO ] [sig       ] CRH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:44.416400] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRH.txt
[2025-12-29T20:19:44.416776] [INFO ] [sig       ] [805/3546] Completed CRH in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:44.416817] [INFO ] [sig       ] [806/3546] Forecasting CRI...
[2025-12-29T20:19:44.416878] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-29T20:19:44.416923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-29T20:19:44.430214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-29T20:19:44.430906] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-29T20:19:44.432085] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-29T20:19:44.432143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:44.432176] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:44.432202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:44.432260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:44.492213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:44.493158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:44.493249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:44.493283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:44.616535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:44.616722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:44.616764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:44.616791] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:44.620715] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-12-29T20:19:44.621002] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-29T20:19:44.621132] [INFO ] [sig       ] CRI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:44.763032] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRI.txt
[2025-12-29T20:19:44.763188] [INFO ] [sig       ] [806/3546] Completed CRI in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:44.763230] [INFO ] [sig       ] [807/3546] Forecasting CRIS...
[2025-12-29T20:19:44.763259] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-29T20:19:44.763288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-29T20:19:44.775956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-29T20:19:44.776279] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-29T20:19:44.777098] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-29T20:19:44.777153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:44.777197] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:44.777226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:44.777285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:44.836742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:44.837377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:44.837457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:44.837489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:44.959842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:44.959996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:44.960036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:44.960065] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:44.964047] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-29T20:19:44.964330] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-29T20:19:44.964668] [INFO ] [sig       ] CRIS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:45.108903] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRIS.txt
[2025-12-29T20:19:45.109038] [INFO ] [sig       ] [807/3546] Completed CRIS in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:45.109077] [INFO ] [sig       ] [808/3546] Forecasting CRK...
[2025-12-29T20:19:45.109105] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-29T20:19:45.109134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-29T20:19:45.121279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-29T20:19:45.121556] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-29T20:19:45.122343] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-29T20:19:45.122396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:45.122428] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:45.122454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:45.122515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:45.181996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:45.182671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:45.182753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:45.182786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:45.316908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:45.317069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:45.317109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:45.317137] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:45.320537] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-29T20:19:45.320837] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-29T20:19:45.320968] [INFO ] [sig       ] CRK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:45.466268] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRK.txt
[2025-12-29T20:19:45.466435] [INFO ] [sig       ] [808/3546] Completed CRK in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:45.466475] [INFO ] [sig       ] [809/3546] Forecasting CRL...
[2025-12-29T20:19:45.466504] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-29T20:19:45.466534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-29T20:19:45.480551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-29T20:19:45.481025] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-29T20:19:45.482019] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-29T20:19:45.482077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:45.482112] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:45.482140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:45.482200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:45.542232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:45.543167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:45.543253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:45.543289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:45.671738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:45.671895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:45.671937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:45.671967] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:45.675505] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-29T20:19:45.675824] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-29T20:19:45.675960] [INFO ] [sig       ] CRL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:45.818846] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRL.txt
[2025-12-29T20:19:45.819019] [INFO ] [sig       ] [809/3546] Completed CRL in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:45.819086] [INFO ] [sig       ] [810/3546] Forecasting CRM...
[2025-12-29T20:19:45.819126] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-29T20:19:45.819159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-29T20:19:45.833257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-29T20:19:45.833919] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-29T20:19:45.834838] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-29T20:19:45.834894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:45.834927] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:45.834954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:45.835012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:45.894879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:45.895771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:45.895859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:45.895892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:46.016790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:46.016953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:46.016992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:46.017022] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:46.020669] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-29T20:19:46.020957] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-29T20:19:46.021090] [INFO ] [sig       ] CRM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:46.161497] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRM.txt
[2025-12-29T20:19:46.161674] [INFO ] [sig       ] [810/3546] Completed CRM in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:46.161718] [INFO ] [sig       ] [811/3546] Forecasting CRMD...
[2025-12-29T20:19:46.161754] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-29T20:19:46.161784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-29T20:19:46.173439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-29T20:19:46.173824] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-29T20:19:46.174643] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-29T20:19:46.174696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:46.174728] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:46.174754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:46.174811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:46.234667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:46.235710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:46.235837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:46.235874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:46.361424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:46.361614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:46.361661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:46.361691] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:46.366379] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-29T20:19:46.366780] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-29T20:19:46.366977] [INFO ] [sig       ] CRMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:46.521895] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRMD.txt
[2025-12-29T20:19:46.522053] [INFO ] [sig       ] [811/3546] Completed CRMD in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:46.522100] [INFO ] [sig       ] [812/3546] Forecasting CRML...
[2025-12-29T20:19:46.522131] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-29T20:19:46.522160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-29T20:19:46.534368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-29T20:19:46.534744] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-29T20:19:46.535541] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-29T20:19:46.535610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:46.535642] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:46.535668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:46.535725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:46.594693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:46.595596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:46.595739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:46.595776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:46.718471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:46.718638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:46.718679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:46.718708] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:46.722200] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=22.18%)
[2025-12-29T20:19:46.722479] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-29T20:19:46.722627] [INFO ] [sig       ] CRML: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:46.874401] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRML.txt
[2025-12-29T20:19:46.874545] [INFO ] [sig       ] [812/3546] Completed CRML in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:46.874603] [INFO ] [sig       ] [813/3546] Forecasting CRNC...
[2025-12-29T20:19:46.874635] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-29T20:19:46.874664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-29T20:19:46.885752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-29T20:19:46.886035] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-29T20:19:46.886839] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-29T20:19:46.886892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:46.886924] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:46.886950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:46.887008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:46.945268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:46.946113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:46.946199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:46.946232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:47.070905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:47.071053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:47.071093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:47.071121] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:47.074451] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=48.06%)
[2025-12-29T20:19:47.074739] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-29T20:19:47.074863] [INFO ] [sig       ] CRNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:47.215726] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRNC.txt
[2025-12-29T20:19:47.215896] [INFO ] [sig       ] [813/3546] Completed CRNC in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-29T20:19:47.215938] [INFO ] [sig       ] [814/3546] Forecasting CRNX...
[2025-12-29T20:19:47.215971] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-29T20:19:47.216002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-29T20:19:47.229471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-29T20:19:47.229920] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-29T20:19:47.230832] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-29T20:19:47.230888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:47.230920] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:47.230946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:47.231003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:47.291546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:47.292439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:47.292734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:47.292768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:47.419217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:47.419380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:47.419426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:47.419472] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:47.423111] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-29T20:19:47.423399] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-29T20:19:47.423530] [INFO ] [sig       ] CRNX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:47.568956] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRNX.txt
[2025-12-29T20:19:47.569107] [INFO ] [sig       ] [814/3546] Completed CRNX in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-29T20:19:47.569147] [INFO ] [sig       ] [815/3546] Forecasting CRON...
[2025-12-29T20:19:47.569176] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-29T20:19:47.569206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-29T20:19:47.580638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-29T20:19:47.580971] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-29T20:19:47.581814] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-29T20:19:47.581868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:47.581900] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:47.581927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:47.581984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:47.639138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:47.639829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:47.639910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:47.639942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:47.768740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:47.768925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:47.768966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:47.768994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:47.772706] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-29T20:19:47.773070] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-29T20:19:47.773202] [INFO ] [sig       ] CRON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:47.928404] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRON.txt
[2025-12-29T20:19:47.928632] [INFO ] [sig       ] [815/3546] Completed CRON in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-29T20:19:47.928691] [INFO ] [sig       ] [816/3546] Forecasting CROX...
[2025-12-29T20:19:47.928725] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-29T20:19:47.928755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-29T20:19:47.942375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-29T20:19:47.942770] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-29T20:19:47.943710] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-29T20:19:47.943766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:47.943798] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:47.943824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:47.943881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:48.000270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:48.001137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:48.001220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:48.001269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:48.118117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:48.118272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:48.118312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:48.118340] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:48.122212] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-12-29T20:19:48.122699] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-29T20:19:48.122827] [INFO ] [sig       ] CROX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:48.264623] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CROX.txt
[2025-12-29T20:19:48.264769] [INFO ] [sig       ] [816/3546] Completed CROX in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-29T20:19:48.264810] [INFO ] [sig       ] [817/3546] Forecasting CRS...
[2025-12-29T20:19:48.264838] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-29T20:19:48.264867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-29T20:19:48.276132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-29T20:19:48.276472] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-29T20:19:48.277340] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-29T20:19:48.277395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:48.277426] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:48.277453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:48.277510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:48.335076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:48.335934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:48.336021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:48.336054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:48.456094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:48.456251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:48.456290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:48.456318] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:48.459741] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-29T20:19:48.460021] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-29T20:19:48.460147] [INFO ] [sig       ] CRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:48.600404] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRS.txt
[2025-12-29T20:19:48.600752] [INFO ] [sig       ] [817/3546] Completed CRS in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-29T20:19:48.600791] [INFO ] [sig       ] [818/3546] Forecasting CRSP...
[2025-12-29T20:19:48.600820] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-29T20:19:48.600849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-29T20:19:48.613097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-29T20:19:48.613465] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-29T20:19:48.614427] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-29T20:19:48.614482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:48.614515] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:48.614553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:48.614658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:48.683344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:48.684292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:48.684380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:48.684414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:48.811787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:48.811955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:48.811998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:48.812028] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:48.815836] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-29T20:19:48.816155] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-29T20:19:48.816304] [INFO ] [sig       ] CRSP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:48.968815] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRSP.txt
[2025-12-29T20:19:48.968968] [INFO ] [sig       ] [818/3546] Completed CRSP in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-29T20:19:48.969009] [INFO ] [sig       ] [819/3546] Forecasting CRTO...
[2025-12-29T20:19:48.969037] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-29T20:19:48.969066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-29T20:19:48.980819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-29T20:19:48.981167] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-29T20:19:48.982008] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-29T20:19:48.982061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:48.982121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:48.982152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:48.982229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:49.049560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:49.050383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:49.050483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:49.050520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:49.190679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:49.190858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:49.190909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:49.190949] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:49.195064] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=51.01%)
[2025-12-29T20:19:49.195355] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-29T20:19:49.195493] [INFO ] [sig       ] CRTO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:49.336904] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRTO.txt
[2025-12-29T20:19:49.337056] [INFO ] [sig       ] [819/3546] Completed CRTO in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:49.337096] [INFO ] [sig       ] [820/3546] Forecasting CRUS...
[2025-12-29T20:19:49.337125] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-29T20:19:49.337154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-29T20:19:49.349028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-29T20:19:49.349340] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-29T20:19:49.350152] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-29T20:19:49.350205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:49.350236] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:49.350262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:49.350325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:49.406943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:49.407674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:49.407756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:49.407787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:49.525879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:49.526034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:49.526073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:49.526102] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:49.529472] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2025-12-29T20:19:49.529774] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-29T20:19:49.529902] [INFO ] [sig       ] CRUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:49.669768] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRUS.txt
[2025-12-29T20:19:49.669920] [INFO ] [sig       ] [820/3546] Completed CRUS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:49.669981] [INFO ] [sig       ] [821/3546] Forecasting CRVL...
[2025-12-29T20:19:49.670013] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-29T20:19:49.670041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-29T20:19:49.681371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-29T20:19:49.681718] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-29T20:19:49.682516] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-29T20:19:49.682569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:49.682645] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:49.682680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:49.682740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:49.740164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:49.741008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:49.741091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:49.741124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:49.873969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:49.874134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:49.874201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:49.874238] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:49.877864] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-29T20:19:49.878208] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-29T20:19:49.878359] [INFO ] [sig       ] CRVL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:50.035868] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRVL.txt
[2025-12-29T20:19:50.036027] [INFO ] [sig       ] [821/3546] Completed CRVL in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:50.036069] [INFO ] [sig       ] [822/3546] Forecasting CRVO...
[2025-12-29T20:19:50.036100] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-29T20:19:50.036138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-29T20:19:50.048217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-29T20:19:50.048604] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-29T20:19:50.049451] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-29T20:19:50.049505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:50.049537] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:50.049563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:50.049647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:50.111285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:50.112201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:50.112293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:50.112326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:50.248640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:50.248812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:50.248858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:50.248922] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:50.253010] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-29T20:19:50.253295] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-29T20:19:50.253430] [INFO ] [sig       ] CRVO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:50.401666] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRVO.txt
[2025-12-29T20:19:50.401820] [INFO ] [sig       ] [822/3546] Completed CRVO in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:50.401859] [INFO ] [sig       ] [823/3546] Forecasting CRVS...
[2025-12-29T20:19:50.401889] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-29T20:19:50.401920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-29T20:19:50.413214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-29T20:19:50.413558] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-29T20:19:50.414368] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-29T20:19:50.414421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:50.414454] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:50.414482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:50.414539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:50.470699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:50.471451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:50.471533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:50.471565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:50.595170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:50.595328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:50.595367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:50.595395] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:50.598754] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-12-29T20:19:50.599049] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-29T20:19:50.599179] [INFO ] [sig       ] CRVS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:50.746023] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRVS.txt
[2025-12-29T20:19:50.746202] [INFO ] [sig       ] [823/3546] Completed CRVS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:50.746248] [INFO ] [sig       ] [824/3546] Forecasting CRWD...
[2025-12-29T20:19:50.746290] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-29T20:19:50.746327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-29T20:19:50.758644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-29T20:19:50.759032] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-29T20:19:50.759916] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-29T20:19:50.759970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:50.760003] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:50.760030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:50.760089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:50.818306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:50.819165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:50.819253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:50.819293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:50.942910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:50.943068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:50.943109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:50.943141] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:50.946700] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-12-29T20:19:50.947004] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-29T20:19:50.947140] [INFO ] [sig       ] CRWD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:51.089335] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CRWD.txt
[2025-12-29T20:19:51.089480] [INFO ] [sig       ] [824/3546] Completed CRWD in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:51.089520] [INFO ] [sig       ] [825/3546] Forecasting CRWS...
[2025-12-29T20:19:51.089549] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-29T20:19:51.089598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-29T20:19:51.101003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-29T20:19:51.101385] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-29T20:19:51.102385] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-29T20:19:51.102442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:51.102475] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:51.102504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:51.102565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:51.163518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:51.164431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:51.164517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:51.164552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:51.277901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:51.278059] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:19:51.278100] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:51.278130] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:51.281738] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2025-12-29T20:19:51.282036] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-29T20:19:51.282171] [INFO ] [sig       ] CRWS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:51.420877] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CRWS.txt
[2025-12-29T20:19:51.421037] [INFO ] [sig       ] [825/3546] Completed CRWS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:51.421076] [INFO ] [sig       ] [826/3546] Forecasting CSAN...
[2025-12-29T20:19:51.421106] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-29T20:19:51.421135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-29T20:19:51.432384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-29T20:19:51.432725] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-29T20:19:51.433593] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-29T20:19:51.433651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:51.433684] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:51.433711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:51.433770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:51.492974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:51.493853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:51.493939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:51.493972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:51.618586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:51.618730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:51.618791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:51.618822] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:51.622281] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2025-12-29T20:19:51.622567] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-29T20:19:51.622718] [INFO ] [sig       ] CSAN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:51.766371] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CSAN.txt
[2025-12-29T20:19:51.766516] [INFO ] [sig       ] [826/3546] Completed CSAN in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:51.766556] [INFO ] [sig       ] [827/3546] Forecasting CSB...
[2025-12-29T20:19:51.766602] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-29T20:19:51.766633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-29T20:19:51.777861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-29T20:19:51.778213] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-29T20:19:51.779063] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-29T20:19:51.779116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:51.779148] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:51.779175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:51.779233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:51.839348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:51.840280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:51.840367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:51.840407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:51.956457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:51.956828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:51.956870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:51.956899] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:51.960684] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-29T20:19:51.960975] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-29T20:19:51.961104] [INFO ] [sig       ] CSB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:52.105466] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CSB.txt
[2025-12-29T20:19:52.105622] [INFO ] [sig       ] [827/3546] Completed CSB in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:52.105664] [INFO ] [sig       ] [828/3546] Forecasting CSCO...
[2025-12-29T20:19:52.105693] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-29T20:19:52.105723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-29T20:19:52.117403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-29T20:19:52.117920] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-29T20:19:52.118781] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-29T20:19:52.118836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:52.118869] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:52.118896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:52.118955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:52.178990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:52.179753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:52.179836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:52.179869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:52.310802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:52.310954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:52.310995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:52.311028] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:52.314516] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-12-29T20:19:52.314897] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-29T20:19:52.315064] [INFO ] [sig       ] CSCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:52.460615] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CSCO.txt
[2025-12-29T20:19:52.460749] [INFO ] [sig       ] [828/3546] Completed CSCO in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:52.460788] [INFO ] [sig       ] [829/3546] Forecasting CSGP...
[2025-12-29T20:19:52.460816] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-29T20:19:52.460847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-29T20:19:52.471648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-29T20:19:52.471946] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-29T20:19:52.472770] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-29T20:19:52.472822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:52.472854] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:52.472881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:52.472939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:52.529968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:52.530654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:52.530761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:52.530795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:52.655737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:52.655902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:52.655941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:52.655969] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:52.659710] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-29T20:19:52.659992] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-29T20:19:52.660122] [INFO ] [sig       ] CSGP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:52.802448] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CSGP.txt
[2025-12-29T20:19:52.802623] [INFO ] [sig       ] [829/3546] Completed CSGP in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:52.802665] [INFO ] [sig       ] [830/3546] Forecasting CSGS...
[2025-12-29T20:19:52.802696] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-29T20:19:52.802727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-29T20:19:52.814307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-29T20:19:52.814890] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-29T20:19:52.815717] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-29T20:19:52.815771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:52.815803] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:52.815829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:52.815889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:52.873907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:52.874792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:52.874873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:52.874905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:52.995717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:52.995878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:52.995918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:52.995945] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:52.999381] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-29T20:19:52.999733] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-29T20:19:52.999877] [INFO ] [sig       ] CSGS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:53.140667] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CSGS.txt
[2025-12-29T20:19:53.140823] [INFO ] [sig       ] [830/3546] Completed CSGS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-29T20:19:53.140862] [INFO ] [sig       ] [831/3546] Forecasting CSIQ...
[2025-12-29T20:19:53.140891] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-29T20:19:53.140921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-29T20:19:53.152750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-29T20:19:53.153062] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-29T20:19:53.153883] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-29T20:19:53.153946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:53.153978] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:53.154005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:53.154064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:53.211656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:53.212301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:53.212379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:53.212410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:53.337533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:53.337705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:53.337745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:53.337775] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:53.341168] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-29T20:19:53.341453] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-29T20:19:53.341598] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:53.481769] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CSIQ.txt
[2025-12-29T20:19:53.481905] [INFO ] [sig       ] [831/3546] Completed CSIQ in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-29T20:19:53.481943] [INFO ] [sig       ] [832/3546] Forecasting CSPI...
[2025-12-29T20:19:53.481973] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-29T20:19:53.482002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-29T20:19:53.495503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-29T20:19:53.495886] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-29T20:19:53.496697] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-29T20:19:53.496750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:53.496783] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:53.496809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:53.496867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:53.556089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:53.556981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:53.557060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:53.557091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:53.683118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:53.683273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:53.683313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:53.683344] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:53.687317] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-29T20:19:53.687807] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-29T20:19:53.687955] [INFO ] [sig       ] CSPI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:53.835784] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CSPI.txt
[2025-12-29T20:19:53.835977] [INFO ] [sig       ] [832/3546] Completed CSPI in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-29T20:19:53.836019] [INFO ] [sig       ] [833/3546] Forecasting CSQ...
[2025-12-29T20:19:53.836048] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-29T20:19:53.836077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-29T20:19:53.848175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-29T20:19:53.848518] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-29T20:19:53.849389] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-29T20:19:53.849452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:53.849490] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:53.849522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:53.849605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:53.905988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:53.906898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:53.906982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:53.907014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:54.028700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:54.028896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:54.028939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:54.028966] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:54.032455] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-29T20:19:54.032748] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-29T20:19:54.032878] [INFO ] [sig       ] CSQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:54.174454] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CSQ.txt
[2025-12-29T20:19:54.174642] [INFO ] [sig       ] [833/3546] Completed CSQ in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-29T20:19:54.174684] [INFO ] [sig       ] [834/3546] Forecasting CSTL...
[2025-12-29T20:19:54.174714] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-29T20:19:54.174744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-29T20:19:54.186834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-29T20:19:54.187227] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-29T20:19:54.188137] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-29T20:19:54.188193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:54.188225] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:54.188254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:54.188312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:54.246286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:54.247147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:54.247232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:54.247264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:54.375546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:54.375724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:54.375766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:54.375795] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:54.379283] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-29T20:19:54.379601] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-29T20:19:54.379737] [INFO ] [sig       ] CSTL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:54.521385] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CSTL.txt
[2025-12-29T20:19:54.521544] [INFO ] [sig       ] [834/3546] Completed CSTL in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-29T20:19:54.521605] [INFO ] [sig       ] [835/3546] Forecasting CSTM...
[2025-12-29T20:19:54.521639] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-29T20:19:54.521668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-29T20:19:54.533280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-29T20:19:54.533699] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-29T20:19:54.534518] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-29T20:19:54.534590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:54.534624] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:54.534651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:54.534708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:54.593488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:54.594519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:54.594640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:54.594686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:54.720029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:54.720189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:54.720229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:54.720259] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:54.723756] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-29T20:19:54.724048] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-29T20:19:54.724185] [INFO ] [sig       ] CSTM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:54.872159] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CSTM.txt
[2025-12-29T20:19:54.872306] [INFO ] [sig       ] [835/3546] Completed CSTM in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-29T20:19:54.872346] [INFO ] [sig       ] [836/3546] Forecasting CSWC...
[2025-12-29T20:19:54.872376] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-29T20:19:54.872405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-29T20:19:54.885419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-29T20:19:54.885815] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-29T20:19:54.886650] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-29T20:19:54.886705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:54.886763] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:54.886791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:54.886851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:54.947403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:54.948320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:54.948406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:54.948449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:55.097786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:55.097950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:55.098008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:55.098051] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:55.102707] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=46.42%)
[2025-12-29T20:19:55.103065] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-29T20:19:55.103227] [INFO ] [sig       ] CSWC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:55.266438] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CSWC.txt
[2025-12-29T20:19:55.266612] [INFO ] [sig       ] [836/3546] Completed CSWC in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:55.266655] [INFO ] [sig       ] [837/3546] Forecasting CSX...
[2025-12-29T20:19:55.266686] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-29T20:19:55.266716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-29T20:19:55.279270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-29T20:19:55.279632] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-29T20:19:55.280451] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-29T20:19:55.280508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:55.280541] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:55.280569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:55.280650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:55.339602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:55.340377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:55.340467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:55.340500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:55.465696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:55.465852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:55.465894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:55.465923] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:55.469489] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-29T20:19:55.469813] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-29T20:19:55.469956] [INFO ] [sig       ] CSX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:55.615116] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CSX.txt
[2025-12-29T20:19:55.615271] [INFO ] [sig       ] [837/3546] Completed CSX in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:55.615310] [INFO ] [sig       ] [838/3546] Forecasting CTAS...
[2025-12-29T20:19:55.615339] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-29T20:19:55.615370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-29T20:19:55.627099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-29T20:19:55.627458] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-29T20:19:55.628311] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-29T20:19:55.628365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:55.628399] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:55.628426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:55.628484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:55.687068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:55.687939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:55.688022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:55.688056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:55.805406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:55.805566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:55.805641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:55.805670] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:55.809099] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-29T20:19:55.809425] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-29T20:19:55.809567] [INFO ] [sig       ] CTAS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:55.958399] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CTAS.txt
[2025-12-29T20:19:55.958599] [INFO ] [sig       ] [838/3546] Completed CTAS in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:55.958647] [INFO ] [sig       ] [839/3546] Forecasting CTBB...
[2025-12-29T20:19:55.958679] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-29T20:19:55.958711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-29T20:19:55.971290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-29T20:19:55.971682] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-29T20:19:55.972533] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-29T20:19:55.972627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:55.972667] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:55.972693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:55.972750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:56.034659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:56.035534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:56.035641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:56.035677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:56.160296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:56.160473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:56.160524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:56.160619] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:56.164306] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-12-29T20:19:56.164623] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-29T20:19:56.164775] [INFO ] [sig       ] CTBB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:56.317462] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CTBB.txt
[2025-12-29T20:19:56.317670] [INFO ] [sig       ] [839/3546] Completed CTBB in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:56.317732] [INFO ] [sig       ] [840/3546] Forecasting CTBI...
[2025-12-29T20:19:56.317770] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-29T20:19:56.317812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-29T20:19:56.329094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-29T20:19:56.329387] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-29T20:19:56.330254] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-29T20:19:56.330307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:56.330339] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:56.330365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:56.330423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:56.391414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:56.392297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:56.392381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:56.392415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:56.516839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:56.516995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:56.517034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:56.517062] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:56.520435] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-29T20:19:56.520728] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-29T20:19:56.520853] [INFO ] [sig       ] CTBI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:56.661625] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CTBI.txt
[2025-12-29T20:19:56.661772] [INFO ] [sig       ] [840/3546] Completed CTBI in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:56.661812] [INFO ] [sig       ] [841/3546] Forecasting CTDD...
[2025-12-29T20:19:56.661841] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-29T20:19:56.661870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-29T20:19:56.673908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-29T20:19:56.674291] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-29T20:19:56.675150] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-29T20:19:56.675203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:56.675236] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:56.675262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:56.675321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:56.734190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:56.735052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:56.735136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:56.735169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:56.848238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:56.848395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:56.848434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:56.848465] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:56.852130] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-29T20:19:56.852418] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-29T20:19:56.852560] [INFO ] [sig       ] CTDD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:56.994373] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CTDD.txt
[2025-12-29T20:19:56.994534] [INFO ] [sig       ] [841/3546] Completed CTDD in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:56.994593] [INFO ] [sig       ] [842/3546] Forecasting CTKB...
[2025-12-29T20:19:56.994626] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-29T20:19:56.994655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-29T20:19:57.006709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-29T20:19:57.007142] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-29T20:19:57.008051] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-29T20:19:57.008105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:57.008148] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:57.008177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:57.008239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:57.071924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:57.072893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:57.072981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:57.073016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:57.194153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:57.194302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:57.194342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:57.194371] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:57.197754] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=39.90%)
[2025-12-29T20:19:57.198029] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-29T20:19:57.198157] [INFO ] [sig       ] CTKB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:57.340046] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CTKB.txt
[2025-12-29T20:19:57.340167] [INFO ] [sig       ] [842/3546] Completed CTKB in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:57.340206] [INFO ] [sig       ] [843/3546] Forecasting CTLP...
[2025-12-29T20:19:57.340235] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-29T20:19:57.340264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-29T20:19:57.351931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-29T20:19:57.352287] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-29T20:19:57.353150] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-29T20:19:57.353210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:57.353253] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:57.353287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:57.353370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:57.412532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:57.413294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:57.413381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:57.413414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:57.536444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:57.536616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:57.536658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:57.536686] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:57.540275] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-29T20:19:57.540603] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-29T20:19:57.540738] [INFO ] [sig       ] CTLP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:57.688947] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CTLP.txt
[2025-12-29T20:19:57.689118] [INFO ] [sig       ] [843/3546] Completed CTLP in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:57.689158] [INFO ] [sig       ] [844/3546] Forecasting CTMX...
[2025-12-29T20:19:57.689188] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-29T20:19:57.689217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-29T20:19:57.701248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-29T20:19:57.701764] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-29T20:19:57.702893] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-29T20:19:57.702973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:57.703005] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:57.703032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:57.703091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:57.761934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:57.762821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:57.762904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:57.762936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:57.886881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:57.887061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:57.887111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:57.887142] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:57.890823] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=57.43%)
[2025-12-29T20:19:57.891126] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-29T20:19:57.891267] [INFO ] [sig       ] CTMX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:58.043177] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CTMX.txt
[2025-12-29T20:19:58.043349] [INFO ] [sig       ] [844/3546] Completed CTMX in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:58.043399] [INFO ] [sig       ] [845/3546] Forecasting CTNM...
[2025-12-29T20:19:58.043431] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-29T20:19:58.043462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-29T20:19:58.055195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-29T20:19:58.055469] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-29T20:19:58.056254] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-29T20:19:58.056307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:58.056339] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:58.056365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:58.056422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:58.114397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:58.115305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:58.115393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:58.115426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:58.238232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:58.238382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:58.238423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:58.238451] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:58.241926] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-29T20:19:58.242210] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-29T20:19:58.242339] [INFO ] [sig       ] CTNM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:58.383858] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CTNM.txt
[2025-12-29T20:19:58.384028] [INFO ] [sig       ] [845/3546] Completed CTNM in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:58.384074] [INFO ] [sig       ] [846/3546] Forecasting CTO...
[2025-12-29T20:19:58.384106] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-29T20:19:58.384135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-29T20:19:58.396138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-29T20:19:58.396521] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-29T20:19:58.397362] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-29T20:19:58.397417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:58.397448] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:58.397474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:58.397536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:58.454841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:58.455776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:58.455892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:58.455926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:58.578654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:58.578844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:58.578885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:58.578912] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:58.582395] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-29T20:19:58.582691] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-29T20:19:58.582821] [INFO ] [sig       ] CTO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:58.725257] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CTO.txt
[2025-12-29T20:19:58.725421] [INFO ] [sig       ] [846/3546] Completed CTO in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:58.725462] [INFO ] [sig       ] [847/3546] Forecasting CTRA...
[2025-12-29T20:19:58.725493] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-29T20:19:58.725535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-29T20:19:58.738042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-29T20:19:58.738416] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-29T20:19:58.739302] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-29T20:19:58.739359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:58.739391] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:58.739418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:58.739477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:58.797689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:58.798601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:58.798693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:58.798727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:58.912174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:58.912329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:58.912367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:58.912395] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:58.915712] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-29T20:19:58.915978] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-29T20:19:58.916114] [INFO ] [sig       ] CTRA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:59.057154] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CTRA.txt
[2025-12-29T20:19:59.057328] [INFO ] [sig       ] [847/3546] Completed CTRA in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:59.057385] [INFO ] [sig       ] [848/3546] Forecasting CTRE...
[2025-12-29T20:19:59.057423] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-29T20:19:59.057465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-29T20:19:59.069459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-29T20:19:59.069793] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-29T20:19:59.070633] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-29T20:19:59.070696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:59.070736] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:59.070765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:59.070824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:59.134093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:59.135011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:59.135099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:59.135134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:59.263237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:59.263414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:59.263455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:59.263483] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:59.267057] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-29T20:19:59.267396] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-29T20:19:59.267537] [INFO ] [sig       ] CTRE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:19:59.411543] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CTRE.txt
[2025-12-29T20:19:59.411726] [INFO ] [sig       ] [848/3546] Completed CTRE in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-29T20:19:59.411914] [INFO ] [sig       ] [849/3546] Forecasting CTRM...
[2025-12-29T20:19:59.411953] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-29T20:19:59.411983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-29T20:19:59.424399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-29T20:19:59.425012] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-29T20:19:59.425861] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-29T20:19:59.425914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:59.425948] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:59.425976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:59.426039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:59.485739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:59.486644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:59.486734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:59.486768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:59.604850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:59.605016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:59.605247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:59.605293] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:59.608948] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-12-29T20:19:59.609231] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-29T20:19:59.609361] [INFO ] [sig       ] CTRM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:19:59.755418] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CTRM.txt
[2025-12-29T20:19:59.755629] [INFO ] [sig       ] [849/3546] Completed CTRM in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-29T20:19:59.755860] [INFO ] [sig       ] [850/3546] Forecasting CTRN...
[2025-12-29T20:19:59.755891] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-29T20:19:59.755920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-29T20:19:59.767457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-29T20:19:59.767835] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-29T20:19:59.768641] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-29T20:19:59.768694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:19:59.768726] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:19:59.768753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:19:59.768835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:19:59.826265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:19:59.827134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:19:59.827217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:19:59.827250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:19:59.959689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:19:59.959854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:19:59.959900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:19:59.959929] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:19:59.963421] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2025-12-29T20:19:59.963736] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-29T20:19:59.963877] [INFO ] [sig       ] CTRN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:00.118173] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CTRN.txt
[2025-12-29T20:20:00.118336] [INFO ] [sig       ] [850/3546] Completed CTRN in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-29T20:20:00.118378] [INFO ] [sig       ] [851/3546] Forecasting CTS...
[2025-12-29T20:20:00.118410] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-29T20:20:00.118442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-29T20:20:00.130095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-29T20:20:00.130422] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-29T20:20:00.131321] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-29T20:20:00.131376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:00.131409] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:00.131439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:00.131499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:00.188727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:00.189714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:00.189823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:00.189856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:00.309744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:00.309894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:00.309935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:00.309964] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:00.313349] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2025-12-29T20:20:00.313651] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-29T20:20:00.313782] [INFO ] [sig       ] CTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:00.456383] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CTS.txt
[2025-12-29T20:20:00.456538] [INFO ] [sig       ] [851/3546] Completed CTS in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-29T20:20:00.456604] [INFO ] [sig       ] [852/3546] Forecasting CTSH...
[2025-12-29T20:20:00.456637] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-29T20:20:00.456667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-29T20:20:00.468935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-29T20:20:00.469257] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-29T20:20:00.470108] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-29T20:20:00.470161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:00.470193] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:00.470219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:00.470276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:00.527608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:00.528396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:00.528479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:00.528511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:00.651050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:00.651183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:00.651225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:00.651257] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:00.654865] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-29T20:20:00.655170] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-29T20:20:00.655317] [INFO ] [sig       ] CTSH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:00.799264] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CTSH.txt
[2025-12-29T20:20:00.799437] [INFO ] [sig       ] [852/3546] Completed CTSH in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-29T20:20:00.799480] [INFO ] [sig       ] [853/3546] Forecasting CTVA...
[2025-12-29T20:20:00.799509] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-29T20:20:00.799538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-29T20:20:00.810707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-29T20:20:00.811047] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-29T20:20:00.811853] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-29T20:20:00.811906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:00.811971] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:00.812009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:00.812069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:00.868750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:00.869642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:00.869726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:00.869759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:01.000386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:01.000505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:01.000554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:01.000612] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:01.003992] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=61.62%)
[2025-12-29T20:20:01.004292] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-29T20:20:01.004428] [INFO ] [sig       ] CTVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:01.177108] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CTVA.txt
[2025-12-29T20:20:01.177278] [INFO ] [sig       ] [853/3546] Completed CTVA in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-29T20:20:01.177320] [INFO ] [sig       ] [854/3546] Forecasting CUBE...
[2025-12-29T20:20:01.177350] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-29T20:20:01.177379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-29T20:20:01.188982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-29T20:20:01.189420] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-29T20:20:01.190340] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-29T20:20:01.190397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:01.190431] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:01.190458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:01.190516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:01.255448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:01.256355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:01.256446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:01.256479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:01.381717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:01.382101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:01.382152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:01.382181] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:01.385740] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=86.18%)
[2025-12-29T20:20:01.386045] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-29T20:20:01.386184] [INFO ] [sig       ] CUBE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:01.528439] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CUBE.txt
[2025-12-29T20:20:01.528631] [INFO ] [sig       ] [854/3546] Completed CUBE in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:01.528684] [INFO ] [sig       ] [855/3546] Forecasting CUBI...
[2025-12-29T20:20:01.528715] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-29T20:20:01.528744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-29T20:20:01.541528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-29T20:20:01.541911] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-29T20:20:01.542756] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-29T20:20:01.542810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:01.542848] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:01.542890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:01.542954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:01.600729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:01.601606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:01.601691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:01.601747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:01.732587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:01.732753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:01.732793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:01.732821] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:01.736450] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-29T20:20:01.736744] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-29T20:20:01.736873] [INFO ] [sig       ] CUBI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:01.902761] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CUBI.txt
[2025-12-29T20:20:01.902919] [INFO ] [sig       ] [855/3546] Completed CUBI in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:01.902960] [INFO ] [sig       ] [856/3546] Forecasting CUK...
[2025-12-29T20:20:01.902991] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-29T20:20:01.903023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-29T20:20:01.917134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-29T20:20:01.917644] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-29T20:20:01.918615] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-29T20:20:01.918684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:01.918721] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:01.918749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:01.918843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:01.981685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:01.982621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:01.982711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:01.982746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:02.111799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:02.111984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:02.112036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:02.112104] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:02.115902] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=35.42%)
[2025-12-29T20:20:02.116205] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-29T20:20:02.116347] [INFO ] [sig       ] CUK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:02.258144] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CUK.txt
[2025-12-29T20:20:02.258282] [INFO ] [sig       ] [856/3546] Completed CUK in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:02.258323] [INFO ] [sig       ] [857/3546] Forecasting CULP...
[2025-12-29T20:20:02.258351] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-29T20:20:02.258388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-29T20:20:02.269455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-29T20:20:02.269807] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-29T20:20:02.270664] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-29T20:20:02.270717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:02.270749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:02.270775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:02.270833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:02.328624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:02.329604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:02.329690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:02.329723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:02.436673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:02.436834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:02.436875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:02.436902] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:02.440310] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-29T20:20:02.440611] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-29T20:20:02.440749] [INFO ] [sig       ] CULP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:02.592968] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CULP.txt
[2025-12-29T20:20:02.593171] [INFO ] [sig       ] [857/3546] Completed CULP in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:02.593232] [INFO ] [sig       ] [858/3546] Forecasting CURI...
[2025-12-29T20:20:02.593276] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-29T20:20:02.593316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-29T20:20:02.608446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-29T20:20:02.608880] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-29T20:20:02.610021] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-29T20:20:02.610089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:02.610136] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:02.610177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:02.610254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:02.668560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:02.669267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:02.669350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:02.669384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:02.789138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:02.789292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:02.789333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:02.789363] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:02.792827] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2025-12-29T20:20:02.793104] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-29T20:20:02.793233] [INFO ] [sig       ] CURI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:02.936195] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CURI.txt
[2025-12-29T20:20:02.936338] [INFO ] [sig       ] [858/3546] Completed CURI in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:02.936384] [INFO ] [sig       ] [859/3546] Forecasting CUZ...
[2025-12-29T20:20:02.936414] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-29T20:20:02.936443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-29T20:20:03.015922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-29T20:20:03.016273] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-29T20:20:03.017149] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-29T20:20:03.017204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:03.017236] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:03.017264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:03.017323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:03.073737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:03.074467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:03.074557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:03.074608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:03.192730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:03.192881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:03.192920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:03.192948] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:03.196264] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-29T20:20:03.196548] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-29T20:20:03.196690] [INFO ] [sig       ] CUZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:03.335724] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CUZ.txt
[2025-12-29T20:20:03.335888] [INFO ] [sig       ] [859/3546] Completed CUZ in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:03.335929] [INFO ] [sig       ] [860/3546] Forecasting CVAC...
[2025-12-29T20:20:03.335959] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-29T20:20:03.335988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-29T20:20:03.348086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-29T20:20:03.348462] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-29T20:20:03.349556] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-29T20:20:03.349629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:03.349667] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:03.349696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:03.349755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:03.408956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:03.409862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:03.409946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:03.409979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:03.529415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:03.529583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:03.529626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:03.529658] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:03.533016] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-29T20:20:03.533288] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-29T20:20:03.533414] [INFO ] [sig       ] CVAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:03.673357] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CVAC.txt
[2025-12-29T20:20:03.673493] [INFO ] [sig       ] [860/3546] Completed CVAC in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:03.673532] [INFO ] [sig       ] [861/3546] Forecasting CVBF...
[2025-12-29T20:20:03.673563] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-29T20:20:03.673612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-29T20:20:03.685262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-29T20:20:03.685557] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-29T20:20:03.686390] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-29T20:20:03.686445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:03.686479] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:03.686507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:03.686566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:03.746135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:03.746865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:03.746945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:03.746978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:03.866370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:03.866534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:03.866592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:03.866625] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:03.870145] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-29T20:20:03.870464] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-29T20:20:03.870623] [INFO ] [sig       ] CVBF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:04.010178] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CVBF.txt
[2025-12-29T20:20:04.010316] [INFO ] [sig       ] [861/3546] Completed CVBF in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:04.010356] [INFO ] [sig       ] [862/3546] Forecasting CVCO...
[2025-12-29T20:20:04.010386] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-29T20:20:04.010414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-29T20:20:04.021184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-29T20:20:04.021475] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-29T20:20:04.022274] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-29T20:20:04.022327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:04.022359] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:04.022386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:04.022445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:04.078601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:04.079335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:04.079415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:04.079447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:04.199947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:04.200099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:04.200138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:04.200167] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:04.203523] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-29T20:20:04.203821] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-29T20:20:04.203949] [INFO ] [sig       ] CVCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:04.351008] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CVCO.txt
[2025-12-29T20:20:04.351142] [INFO ] [sig       ] [862/3546] Completed CVCO in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:04.351181] [INFO ] [sig       ] [863/3546] Forecasting CVE...
[2025-12-29T20:20:04.351210] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-29T20:20:04.351239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-29T20:20:04.362701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-29T20:20:04.363204] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-29T20:20:04.364033] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-29T20:20:04.364088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:04.364120] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:04.364149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:04.364209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:04.427030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:04.428041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:04.428165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:04.428199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:04.553798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:04.553950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:04.553989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:04.554017] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:04.557405] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-29T20:20:04.557692] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-29T20:20:04.557818] [INFO ] [sig       ] CVE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:04.704488] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CVE.txt
[2025-12-29T20:20:04.704652] [INFO ] [sig       ] [863/3546] Completed CVE in 0.4s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:04.704704] [INFO ] [sig       ] [864/3546] Forecasting CVEO...
[2025-12-29T20:20:04.704736] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-29T20:20:04.704765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-29T20:20:04.716014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-29T20:20:04.716338] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-29T20:20:04.717177] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-29T20:20:04.717256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:04.717301] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:04.717331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:04.717419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:04.774364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:04.775284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:04.775370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:04.775403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:04.897143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:04.897300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:04.897339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:04.897368] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:04.900842] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=54.85%)
[2025-12-29T20:20:04.901121] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-29T20:20:04.901247] [INFO ] [sig       ] CVEO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:05.050708] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CVEO.txt
[2025-12-29T20:20:05.051041] [INFO ] [sig       ] [864/3546] Completed CVEO in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:05.051083] [INFO ] [sig       ] [865/3546] Forecasting CVGI...
[2025-12-29T20:20:05.051112] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-29T20:20:05.051141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-29T20:20:05.063641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-29T20:20:05.063966] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-29T20:20:05.064786] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-29T20:20:05.064839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:05.064871] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:05.064898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:05.064956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:05.121764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:05.122610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:05.122691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:05.122723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:05.247996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:05.248175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:05.248220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:05.248250] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:05.251846] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-12-29T20:20:05.252125] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-29T20:20:05.252252] [INFO ] [sig       ] CVGI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:05.391335] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CVGI.txt
[2025-12-29T20:20:05.391471] [INFO ] [sig       ] [865/3546] Completed CVGI in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.6m
[2025-12-29T20:20:05.391510] [INFO ] [sig       ] [866/3546] Forecasting CVI...
[2025-12-29T20:20:05.391540] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-29T20:20:05.391594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-29T20:20:05.402651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-29T20:20:05.402948] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-29T20:20:05.403743] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-29T20:20:05.403804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:05.403837] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:05.403864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:05.403922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:05.461520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:05.462711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:05.462794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:05.462826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:05.582875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:05.582998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:05.583035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:05.583063] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:05.586266] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-29T20:20:05.586540] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-29T20:20:05.586685] [INFO ] [sig       ] CVI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:05.725115] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CVI.txt
[2025-12-29T20:20:05.725256] [INFO ] [sig       ] [866/3546] Completed CVI in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-29T20:20:05.725295] [INFO ] [sig       ] [867/3546] Forecasting CVKD...
[2025-12-29T20:20:05.725324] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-29T20:20:05.725353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-29T20:20:05.736388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-29T20:20:05.736685] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-29T20:20:05.737454] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-29T20:20:05.737505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:05.737537] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:05.737563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:05.737644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:05.793650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:05.794249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:05.794326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:05.794358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:05.910952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:05.911068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:05.911104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:05.911133] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:05.914292] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-12-29T20:20:05.914556] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-29T20:20:05.914696] [INFO ] [sig       ] CVKD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:06.054049] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CVKD.txt
[2025-12-29T20:20:06.054171] [INFO ] [sig       ] [867/3546] Completed CVKD in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-29T20:20:06.054209] [INFO ] [sig       ] [868/3546] Forecasting CVNA...
[2025-12-29T20:20:06.054239] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-29T20:20:06.054269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-29T20:20:06.065446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-29T20:20:06.065730] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-29T20:20:06.066501] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-29T20:20:06.066553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:06.066610] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:06.066639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:06.066696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:06.123493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:06.124377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:06.124459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:06.124491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:06.245799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:06.245924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:06.245962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:06.245990] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:06.249229] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-29T20:20:06.249511] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-29T20:20:06.249653] [INFO ] [sig       ] CVNA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:06.388902] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CVNA.txt
[2025-12-29T20:20:06.389018] [INFO ] [sig       ] [868/3546] Completed CVNA in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-29T20:20:06.389057] [INFO ] [sig       ] [869/3546] Forecasting CVRX...
[2025-12-29T20:20:06.389086] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-29T20:20:06.389115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-29T20:20:06.400362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-29T20:20:06.400631] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-29T20:20:06.401402] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-29T20:20:06.401454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:06.401487] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:06.401513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:06.401590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:06.458244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:06.458864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:06.458940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:06.458972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:06.579005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:06.579161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:06.579199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:06.579228] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:06.582562] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-12-29T20:20:06.582851] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-29T20:20:06.582973] [INFO ] [sig       ] CVRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:06.732679] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CVRX.txt
[2025-12-29T20:20:06.733020] [INFO ] [sig       ] [869/3546] Completed CVRX in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-29T20:20:06.733067] [INFO ] [sig       ] [870/3546] Forecasting CVS...
[2025-12-29T20:20:06.733097] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-29T20:20:06.733125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-29T20:20:06.745672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-29T20:20:06.746157] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-29T20:20:06.746955] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-29T20:20:06.747007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:06.747063] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:06.747092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:06.747150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:06.804220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:06.805083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:06.805164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:06.805196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:06.924339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:06.924495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:06.924533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:06.924561] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:06.927904] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-12-29T20:20:06.928171] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-29T20:20:06.928296] [INFO ] [sig       ] CVS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:07.067617] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CVS.txt
[2025-12-29T20:20:07.067775] [INFO ] [sig       ] [870/3546] Completed CVS in 0.3s | 2.87 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-29T20:20:07.067815] [INFO ] [sig       ] [871/3546] Forecasting CVX...
[2025-12-29T20:20:07.067845] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-29T20:20:07.067875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-29T20:20:07.079490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-29T20:20:07.079828] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-29T20:20:07.080613] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-29T20:20:07.080666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:07.080698] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:07.080724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:07.080782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:07.137203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:07.138068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:07.138148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:07.138180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:07.261649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:07.261819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:07.261865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:07.261895] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:07.265330] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-29T20:20:07.265648] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-29T20:20:07.265780] [INFO ] [sig       ] CVX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:07.405608] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CVX.txt
[2025-12-29T20:20:07.405787] [INFO ] [sig       ] [871/3546] Completed CVX in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:07.405829] [INFO ] [sig       ] [872/3546] Forecasting CWAN...
[2025-12-29T20:20:07.405859] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-29T20:20:07.405887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-29T20:20:07.417886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-29T20:20:07.418212] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-29T20:20:07.419040] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-29T20:20:07.419093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:07.419125] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:07.419151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:07.419209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:07.476174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:07.477043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:07.477125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:07.477157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:07.596660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:07.596819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:07.596857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:07.596885] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:07.600350] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-29T20:20:07.600647] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-29T20:20:07.600773] [INFO ] [sig       ] CWAN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:07.740624] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CWAN.txt
[2025-12-29T20:20:07.740786] [INFO ] [sig       ] [872/3546] Completed CWAN in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:07.740826] [INFO ] [sig       ] [873/3546] Forecasting CWBC...
[2025-12-29T20:20:07.740857] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-29T20:20:07.740887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-29T20:20:07.752535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-29T20:20:07.752872] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-29T20:20:07.753672] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-29T20:20:07.753725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:07.753759] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:07.753787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:07.753844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:07.810479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:07.811363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:07.811446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:07.811478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:07.935405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:07.935601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:07.935667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:07.935726] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:07.939292] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-29T20:20:07.939591] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-29T20:20:07.939716] [INFO ] [sig       ] CWBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:08.081487] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CWBC.txt
[2025-12-29T20:20:08.081671] [INFO ] [sig       ] [873/3546] Completed CWBC in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:08.081714] [INFO ] [sig       ] [874/3546] Forecasting CWCO...
[2025-12-29T20:20:08.081746] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-29T20:20:08.081779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-29T20:20:08.095016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-29T20:20:08.095406] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-29T20:20:08.096272] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-29T20:20:08.096340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:08.096378] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:08.096405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:08.096474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:08.159817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:08.160698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:08.160800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:08.160836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:08.288334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:08.288511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:08.288557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:08.288605] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:08.292253] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-12-29T20:20:08.292561] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-29T20:20:08.292722] [INFO ] [sig       ] CWCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:08.435519] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CWCO.txt
[2025-12-29T20:20:08.435670] [INFO ] [sig       ] [874/3546] Completed CWCO in 0.4s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:08.435712] [INFO ] [sig       ] [875/3546] Forecasting CWD...
[2025-12-29T20:20:08.435741] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-29T20:20:08.435770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-29T20:20:08.449642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-29T20:20:08.449988] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-29T20:20:08.450812] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-29T20:20:08.450866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:08.450899] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:08.450926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:08.450986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:08.507713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:08.508385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:08.508465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:08.508497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:08.618919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:08.619070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:08.619108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:08.619137] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:08.622499] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-29T20:20:08.622790] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-29T20:20:08.622916] [INFO ] [sig       ] CWD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:08.760901] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CWD.txt
[2025-12-29T20:20:08.761065] [INFO ] [sig       ] [875/3546] Completed CWD in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:08.761106] [INFO ] [sig       ] [876/3546] Forecasting CWEN...
[2025-12-29T20:20:08.761135] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-29T20:20:08.761166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-29T20:20:08.773317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-29T20:20:08.773632] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-29T20:20:08.774432] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-29T20:20:08.774485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:08.774516] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:08.774541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:08.774615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:08.831590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:08.832230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:08.832311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:08.832344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:08.952677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:08.952811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:08.952848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:08.952875] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:08.956112] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-29T20:20:08.956383] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-29T20:20:08.956504] [INFO ] [sig       ] CWEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:09.098233] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CWEN.txt
[2025-12-29T20:20:09.098372] [INFO ] [sig       ] [876/3546] Completed CWEN in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:09.098413] [INFO ] [sig       ] [877/3546] Forecasting CWH...
[2025-12-29T20:20:09.098441] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-29T20:20:09.098470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-29T20:20:09.111846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-29T20:20:09.112230] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-29T20:20:09.113132] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-29T20:20:09.113187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:09.113232] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:09.113262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:09.113322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:09.171399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:09.172420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:09.172508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:09.172542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:09.292098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:09.292257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:09.292297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:09.292324] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:09.295695] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-29T20:20:09.295972] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-29T20:20:09.296098] [INFO ] [sig       ] CWH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:09.436389] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CWH.txt
[2025-12-29T20:20:09.436549] [INFO ] [sig       ] [877/3546] Completed CWH in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:09.436608] [INFO ] [sig       ] [878/3546] Forecasting CWK...
[2025-12-29T20:20:09.436639] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-29T20:20:09.436670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-29T20:20:09.448120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-29T20:20:09.448499] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-29T20:20:09.449409] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-29T20:20:09.449464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:09.449497] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:09.449523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:09.449605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:09.509789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:09.510688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:09.510775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:09.510809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:09.629387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:09.629547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:09.629603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:09.629633] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:09.632984] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-29T20:20:09.633258] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-29T20:20:09.633382] [INFO ] [sig       ] CWK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:09.776600] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CWK.txt
[2025-12-29T20:20:09.776774] [INFO ] [sig       ] [878/3546] Completed CWK in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:09.776821] [INFO ] [sig       ] [879/3546] Forecasting CXDO...
[2025-12-29T20:20:09.776852] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-29T20:20:09.776883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-29T20:20:09.788319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-29T20:20:09.788738] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-29T20:20:09.789634] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-29T20:20:09.789690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:09.789722] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:09.789749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:09.789813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:09.851438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:09.852516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:09.852622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:09.852659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:09.968922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:09.969077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:09.969117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:09.969144] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:09.972483] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-29T20:20:09.972772] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-29T20:20:09.972900] [INFO ] [sig       ] CXDO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:10.118326] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CXDO.txt
[2025-12-29T20:20:10.118482] [INFO ] [sig       ] [879/3546] Completed CXDO in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:10.118521] [INFO ] [sig       ] [880/3546] Forecasting CXE...
[2025-12-29T20:20:10.118551] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-29T20:20:10.118608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-29T20:20:10.132702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-29T20:20:10.133068] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-29T20:20:10.133911] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-29T20:20:10.133965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:10.133998] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:10.134026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:10.134085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:10.193773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:10.194666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:10.194785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:10.194821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:10.311386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:10.311554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:10.311616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:10.311648] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:10.315134] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-29T20:20:10.315426] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-29T20:20:10.315556] [INFO ] [sig       ] CXE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:10.466400] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CXE.txt
[2025-12-29T20:20:10.466591] [INFO ] [sig       ] [880/3546] Completed CXE in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:10.466636] [INFO ] [sig       ] [881/3546] Forecasting CXSE...
[2025-12-29T20:20:10.466679] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-29T20:20:10.466712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-29T20:20:10.479099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-29T20:20:10.479479] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-29T20:20:10.480552] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-29T20:20:10.480626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:10.480660] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:10.480689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:10.480749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:10.542334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:10.543174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:10.543274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:10.543309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:10.661496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:10.661683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:10.661725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:10.661757] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:10.665624] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-12-29T20:20:10.665910] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-29T20:20:10.666041] [INFO ] [sig       ] CXSE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:10.807876] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CXSE.txt
[2025-12-29T20:20:10.808003] [INFO ] [sig       ] [881/3546] Completed CXSE in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-29T20:20:10.808042] [INFO ] [sig       ] [882/3546] Forecasting CYD...
[2025-12-29T20:20:10.808073] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-29T20:20:10.808103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-29T20:20:10.819522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-29T20:20:10.819902] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-29T20:20:10.820712] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-29T20:20:10.820766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:10.820798] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:10.820826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:10.820883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:10.877509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:10.878125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:10.878204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:10.878237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:10.995841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:10.995982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:10.996021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:10.996050] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:10.999358] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-29T20:20:10.999655] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-29T20:20:10.999809] [INFO ] [sig       ] CYD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:11.145464] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CYD.txt
[2025-12-29T20:20:11.145619] [INFO ] [sig       ] [882/3546] Completed CYD in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-29T20:20:11.145661] [INFO ] [sig       ] [883/3546] Forecasting CYH...
[2025-12-29T20:20:11.145690] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-29T20:20:11.145718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-29T20:20:11.157061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-29T20:20:11.157388] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-29T20:20:11.158186] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-29T20:20:11.158238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:11.158270] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:11.158296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:11.158353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:11.214833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:11.215537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:11.215633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:11.215666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:11.338444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:11.338610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:11.338650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:11.338680] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:11.342251] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=52.74%)
[2025-12-29T20:20:11.342520] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-29T20:20:11.342666] [INFO ] [sig       ] CYH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:11.486294] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CYH.txt
[2025-12-29T20:20:11.486457] [INFO ] [sig       ] [883/3546] Completed CYH in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-29T20:20:11.486498] [INFO ] [sig       ] [884/3546] Forecasting CYN...
[2025-12-29T20:20:11.486527] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-29T20:20:11.486556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-29T20:20:11.499121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-29T20:20:11.499515] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-29T20:20:11.500361] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-29T20:20:11.500415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:11.500447] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:11.500472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:11.500529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:11.558035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:11.558853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:11.558933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:11.558966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:11.672720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:11.672882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:11.672921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:11.672967] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:11.676297] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-29T20:20:11.676565] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-29T20:20:11.676705] [INFO ] [sig       ] CYN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:11.819184] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CYN.txt
[2025-12-29T20:20:11.819317] [INFO ] [sig       ] [884/3546] Completed CYN in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-29T20:20:11.819357] [INFO ] [sig       ] [885/3546] Forecasting CYRX...
[2025-12-29T20:20:11.819386] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-29T20:20:11.819415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-29T20:20:11.830502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-29T20:20:11.830807] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-29T20:20:11.831814] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-29T20:20:11.831867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:11.831897] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:11.831923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:11.831979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:11.888476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:11.889416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:11.889499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:11.889533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:12.017272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:12.017430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:12.017469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:12.017498] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:12.021157] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-29T20:20:12.021500] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-29T20:20:12.021660] [INFO ] [sig       ] CYRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:12.167012] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CYRX.txt
[2025-12-29T20:20:12.167198] [INFO ] [sig       ] [885/3546] Completed CYRX in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-29T20:20:12.167240] [INFO ] [sig       ] [886/3546] Forecasting CYTK...
[2025-12-29T20:20:12.167269] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-29T20:20:12.167298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-29T20:20:12.179234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-29T20:20:12.179641] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-29T20:20:12.180492] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-29T20:20:12.180547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:12.180602] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:12.180632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:12.180691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:12.240439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:12.241375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:12.241471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:12.241521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:12.364361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:12.364510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:12.364552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:12.364599] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:12.367953] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=47.07%)
[2025-12-29T20:20:12.368237] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-29T20:20:12.368363] [INFO ] [sig       ] CYTK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:12.513705] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/CYTK.txt
[2025-12-29T20:20:12.513874] [INFO ] [sig       ] [886/3546] Completed CYTK in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-29T20:20:12.513914] [INFO ] [sig       ] [887/3546] Forecasting CZFS...
[2025-12-29T20:20:12.513942] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-29T20:20:12.513972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-29T20:20:12.524389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-29T20:20:12.524860] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-29T20:20:12.525792] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-29T20:20:12.525860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:12.525924] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:12.525953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:12.526012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:12.588229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:12.589196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:12.589300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:12.589347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:12.692226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:12.692395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:12.692436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:12.692465] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:12.696220] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-12-29T20:20:12.696563] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-29T20:20:12.696727] [INFO ] [sig       ] CZFS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:12.835088] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CZFS.txt
[2025-12-29T20:20:12.835234] [INFO ] [sig       ] [887/3546] Completed CZFS in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-29T20:20:12.835273] [INFO ] [sig       ] [888/3546] Forecasting CZNC...
[2025-12-29T20:20:12.835303] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-29T20:20:12.835332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-29T20:20:12.846648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-29T20:20:12.846970] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-29T20:20:12.847766] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-29T20:20:12.847818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:12.847849] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:12.847875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:12.847945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:12.908195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:12.909154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:12.909249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:12.909283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:13.026352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:13.026534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:13.026588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:13.026619] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:13.030076] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=72.23%)
[2025-12-29T20:20:13.030375] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-29T20:20:13.030509] [INFO ] [sig       ] CZNC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:13.172238] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CZNC.txt
[2025-12-29T20:20:13.172412] [INFO ] [sig       ] [888/3546] Completed CZNC in 0.3s | 2.87 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-29T20:20:13.172451] [INFO ] [sig       ] [889/3546] Forecasting CZWI...
[2025-12-29T20:20:13.172481] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-29T20:20:13.172512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-29T20:20:13.184343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-29T20:20:13.184750] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-29T20:20:13.185539] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-29T20:20:13.185616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:13.185650] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:13.185677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:13.185734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:13.243966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:13.244853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:13.244945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:13.244979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:13.362774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:13.362934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:13.362976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:13.363004] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:13.366472] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-29T20:20:13.366780] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-29T20:20:13.366916] [INFO ] [sig       ] CZWI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:13.508444] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/CZWI.txt
[2025-12-29T20:20:13.508625] [INFO ] [sig       ] [889/3546] Completed CZWI in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:13.508666] [INFO ] [sig       ] [890/3546] Forecasting DAIO...
[2025-12-29T20:20:13.508695] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-29T20:20:13.508725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-29T20:20:13.520174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-29T20:20:13.520563] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-29T20:20:13.521408] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-29T20:20:13.521486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:13.521522] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:13.521550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:13.521629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:13.584187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:13.585179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:13.585275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:13.585310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:13.692184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:13.692328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:13.692367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:13.692428] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:13.695893] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-29T20:20:13.696174] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-29T20:20:13.696313] [INFO ] [sig       ] DAIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:13.835630] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DAIO.txt
[2025-12-29T20:20:13.835769] [INFO ] [sig       ] [890/3546] Completed DAIO in 0.3s | 2.87 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:13.835814] [INFO ] [sig       ] [891/3546] Forecasting DAL...
[2025-12-29T20:20:13.835845] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-29T20:20:13.835874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-29T20:20:13.847485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-29T20:20:13.847835] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-29T20:20:13.848707] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-29T20:20:13.848785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:13.848820] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:13.848848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:13.848910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:13.908194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:13.908946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:13.909029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:13.909062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:14.030900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:14.031049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:14.031091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:14.031119] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:14.034438] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-29T20:20:14.034725] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-29T20:20:14.034851] [INFO ] [sig       ] DAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:14.173175] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DAL.txt
[2025-12-29T20:20:14.173324] [INFO ] [sig       ] [891/3546] Completed DAL in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:14.173362] [INFO ] [sig       ] [892/3546] Forecasting DAN...
[2025-12-29T20:20:14.173393] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-29T20:20:14.173423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-29T20:20:14.186359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-29T20:20:14.186699] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-29T20:20:14.187623] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-29T20:20:14.187681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:14.187715] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:14.187742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:14.187801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:14.248279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:14.249101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:14.249186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:14.249219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:14.376708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:14.376879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:14.376925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:14.376957] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:14.380468] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=30.95%)
[2025-12-29T20:20:14.380775] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-29T20:20:14.380909] [INFO ] [sig       ] DAN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:14.521020] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DAN.txt
[2025-12-29T20:20:14.521175] [INFO ] [sig       ] [892/3546] Completed DAN in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:14.521216] [INFO ] [sig       ] [893/3546] Forecasting DAO...
[2025-12-29T20:20:14.521253] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-29T20:20:14.521284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-29T20:20:14.533187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-29T20:20:14.533532] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-29T20:20:14.534405] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-29T20:20:14.534459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:14.534492] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:14.534519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:14.534598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:14.591395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:14.592197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:14.592279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:14.592311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:14.714510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:14.714675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:14.714716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:14.714743] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:14.718051] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-29T20:20:14.718319] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-29T20:20:14.718440] [INFO ] [sig       ] DAO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:14.857756] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DAO.txt
[2025-12-29T20:20:14.857890] [INFO ] [sig       ] [893/3546] Completed DAO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:14.857930] [INFO ] [sig       ] [894/3546] Forecasting DAPP...
[2025-12-29T20:20:14.857959] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-29T20:20:14.857987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-29T20:20:14.869984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-29T20:20:14.870305] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-29T20:20:14.871175] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-29T20:20:14.871229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:14.871262] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:14.871289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:14.871348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:14.930064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:14.930776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:14.930856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:14.930888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:15.057796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:15.058027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:15.058087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:15.058127] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:15.061817] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-29T20:20:15.062126] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-29T20:20:15.062260] [INFO ] [sig       ] DAPP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:15.212241] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DAPP.txt
[2025-12-29T20:20:15.212383] [INFO ] [sig       ] [894/3546] Completed DAPP in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:15.212421] [INFO ] [sig       ] [895/3546] Forecasting DARE...
[2025-12-29T20:20:15.212451] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-29T20:20:15.212480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-29T20:20:15.224450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-29T20:20:15.224841] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-29T20:20:15.225908] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-29T20:20:15.225963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:15.225996] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:15.226022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:15.226081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:15.285692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:15.286349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:15.286430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:15.286463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:15.399485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:15.399656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:15.399697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:15.399725] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:15.403151] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-29T20:20:15.403449] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-29T20:20:15.403605] [INFO ] [sig       ] DARE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:15.544563] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DARE.txt
[2025-12-29T20:20:15.544726] [INFO ] [sig       ] [895/3546] Completed DARE in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:15.544765] [INFO ] [sig       ] [896/3546] Forecasting DASH...
[2025-12-29T20:20:15.544795] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-29T20:20:15.544823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-29T20:20:15.556560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-29T20:20:15.556887] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-29T20:20:15.557777] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-29T20:20:15.557832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:15.557864] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:15.557891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:15.557956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:15.615850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:15.616702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:15.616794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:15.616829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:15.744162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:15.744344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:15.744390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:15.744422] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:15.748010] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-12-29T20:20:15.748303] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-29T20:20:15.748442] [INFO ] [sig       ] DASH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:15.887968] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DASH.txt
[2025-12-29T20:20:15.888101] [INFO ] [sig       ] [896/3546] Completed DASH in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:15.888139] [INFO ] [sig       ] [897/3546] Forecasting DAVA...
[2025-12-29T20:20:15.888167] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-29T20:20:15.888197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-29T20:20:15.899928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-29T20:20:15.900258] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-29T20:20:15.901085] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-29T20:20:15.901138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:15.901173] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:15.901201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:15.901260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:15.958297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:15.959082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:15.959195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:15.959229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:16.078632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:16.078831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:16.078874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:16.078903] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:16.082298] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-29T20:20:16.082590] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-29T20:20:16.082719] [INFO ] [sig       ] DAVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:16.224280] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DAVA.txt
[2025-12-29T20:20:16.224431] [INFO ] [sig       ] [897/3546] Completed DAVA in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-29T20:20:16.224472] [INFO ] [sig       ] [898/3546] Forecasting DAVE...
[2025-12-29T20:20:16.224501] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-29T20:20:16.224530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-29T20:20:16.236960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-29T20:20:16.237241] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-29T20:20:16.238024] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-29T20:20:16.238077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:16.238109] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:16.238135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:16.238193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:16.295681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:16.296472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:16.296557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:16.296611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:16.416875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:16.417064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:16.417105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:16.417142] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:16.420789] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-29T20:20:16.421077] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-29T20:20:16.421219] [INFO ] [sig       ] DAVE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:16.567238] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DAVE.txt
[2025-12-29T20:20:16.567371] [INFO ] [sig       ] [898/3546] Completed DAVE in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-29T20:20:16.567411] [INFO ] [sig       ] [899/3546] Forecasting DAWN...
[2025-12-29T20:20:16.567439] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-29T20:20:16.567467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-29T20:20:16.579101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-29T20:20:16.579382] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-29T20:20:16.580171] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-29T20:20:16.580223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:16.580255] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:16.580281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:16.580338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:16.637639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:16.638299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:16.638379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:16.638410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:16.755605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:16.755753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:16.755793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:16.755821] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:16.759172] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-12-29T20:20:16.759439] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-29T20:20:16.759562] [INFO ] [sig       ] DAWN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:16.899657] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DAWN.txt
[2025-12-29T20:20:16.899785] [INFO ] [sig       ] [899/3546] Completed DAWN in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-29T20:20:16.899825] [INFO ] [sig       ] [900/3546] Forecasting DB...
[2025-12-29T20:20:16.899854] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-29T20:20:16.899882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-29T20:20:16.911251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-29T20:20:16.911538] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-29T20:20:16.912331] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-29T20:20:16.912383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:16.912415] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:16.912442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:16.912511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:16.969526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:16.970238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:16.970318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:16.970349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:17.094983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:17.095137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:17.095175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:17.095204] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:17.098537] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-29T20:20:17.098940] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-29T20:20:17.099079] [INFO ] [sig       ] DB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:17.237978] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DB.txt
[2025-12-29T20:20:17.238162] [INFO ] [sig       ] [900/3546] Completed DB in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-29T20:20:17.238203] [INFO ] [sig       ] [901/3546] Forecasting DBI...
[2025-12-29T20:20:17.238233] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-29T20:20:17.238262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-29T20:20:17.249422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-29T20:20:17.249773] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-29T20:20:17.250562] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-29T20:20:17.250634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:17.250676] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:17.250703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:17.250759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:17.306817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:17.307603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:17.307685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:17.307718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:17.426536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:17.426703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:17.426743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:17.426772] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:17.430217] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-29T20:20:17.430497] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-29T20:20:17.430643] [INFO ] [sig       ] DBI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:17.571276] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DBI.txt
[2025-12-29T20:20:17.571438] [INFO ] [sig       ] [901/3546] Completed DBI in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-29T20:20:17.571477] [INFO ] [sig       ] [902/3546] Forecasting DBL...
[2025-12-29T20:20:17.571507] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-29T20:20:17.571537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-29T20:20:17.583451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-29T20:20:17.583856] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-29T20:20:17.584686] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-29T20:20:17.584740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:17.584773] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:17.584801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:17.584861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:17.647759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:17.648724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:17.648905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:17.648941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:17.770953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:17.771105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:17.771144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:17.771172] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:17.774483] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-29T20:20:17.774778] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-29T20:20:17.774907] [INFO ] [sig       ] DBL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:17.913394] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DBL.txt
[2025-12-29T20:20:17.913533] [INFO ] [sig       ] [902/3546] Completed DBL in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-29T20:20:17.913594] [INFO ] [sig       ] [903/3546] Forecasting DBRG...
[2025-12-29T20:20:17.913627] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-29T20:20:17.913657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-29T20:20:17.925357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-29T20:20:17.925753] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-29T20:20:17.926569] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-29T20:20:17.926641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:17.926675] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:17.926703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:17.926762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:17.984243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:17.984983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:17.985063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:17.985094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:18.107012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:18.107168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:18.107207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:18.107236] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:18.110566] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-29T20:20:18.110865] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-29T20:20:18.110992] [INFO ] [sig       ] DBRG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:18.252145] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DBRG.txt
[2025-12-29T20:20:18.252281] [INFO ] [sig       ] [903/3546] Completed DBRG in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-29T20:20:18.252338] [INFO ] [sig       ] [904/3546] Forecasting DBX...
[2025-12-29T20:20:18.252369] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-29T20:20:18.252399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-29T20:20:18.263356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-29T20:20:18.263679] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-29T20:20:18.264482] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-29T20:20:18.264536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:18.264624] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:18.264667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:18.264750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:18.322772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:18.323468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:18.323547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:18.323596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:18.442861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:18.443006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:18.443044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:18.443072] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:18.446368] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=23.18%)
[2025-12-29T20:20:18.446653] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-29T20:20:18.446776] [INFO ] [sig       ] DBX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:18.586408] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DBX.txt
[2025-12-29T20:20:18.586535] [INFO ] [sig       ] [904/3546] Completed DBX in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-29T20:20:18.586591] [INFO ] [sig       ] [905/3546] Forecasting DCBO...
[2025-12-29T20:20:18.586628] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-29T20:20:18.586658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-29T20:20:18.597938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-29T20:20:18.598226] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-29T20:20:18.599108] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-29T20:20:18.599162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:18.599194] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:18.599220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:18.599277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:18.657416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:18.658059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:18.658136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:18.658168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:18.779002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:18.779154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:18.779194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:18.779222] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:18.782546] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-29T20:20:18.782829] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-29T20:20:18.782951] [INFO ] [sig       ] DCBO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:18.925448] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DCBO.txt
[2025-12-29T20:20:18.925623] [INFO ] [sig       ] [905/3546] Completed DCBO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-29T20:20:18.925670] [INFO ] [sig       ] [906/3546] Forecasting DCI...
[2025-12-29T20:20:18.925707] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-29T20:20:18.925736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-29T20:20:18.938272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-29T20:20:18.938639] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-29T20:20:18.939464] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-29T20:20:18.939518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:18.939549] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:18.939594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:18.939654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:19.001539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:19.002436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:19.002559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:19.002612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:19.125194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:19.125351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:19.125389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:19.125418] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:19.128894] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-29T20:20:19.129230] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-29T20:20:19.129372] [INFO ] [sig       ] DCI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:19.274004] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DCI.txt
[2025-12-29T20:20:19.274350] [INFO ] [sig       ] [906/3546] Completed DCI in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-29T20:20:19.274390] [INFO ] [sig       ] [907/3546] Forecasting DCO...
[2025-12-29T20:20:19.274419] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-29T20:20:19.274449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-29T20:20:19.285531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-29T20:20:19.285825] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-29T20:20:19.286605] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-29T20:20:19.286658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:19.286689] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:19.286715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:19.286772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:19.343349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:19.344104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:19.344186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:19.344218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:19.465520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:19.465695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:19.465737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:19.465809] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:19.469826] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-29T20:20:19.470109] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-29T20:20:19.470412] [INFO ] [sig       ] DCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:19.613453] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DCO.txt
[2025-12-29T20:20:19.613621] [INFO ] [sig       ] [907/3546] Completed DCO in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-29T20:20:19.613663] [INFO ] [sig       ] [908/3546] Forecasting DCOM...
[2025-12-29T20:20:19.613693] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-29T20:20:19.613722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-29T20:20:19.625405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-29T20:20:19.625822] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-29T20:20:19.626695] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-29T20:20:19.626749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:19.626782] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:19.626809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:19.626868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:19.684391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:19.685156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:19.685239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:19.685272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:19.805307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:19.805452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:19.805493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:19.805538] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:19.809485] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=49.13%)
[2025-12-29T20:20:19.809780] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-29T20:20:19.809910] [INFO ] [sig       ] DCOM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:19.957491] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DCOM.txt
[2025-12-29T20:20:19.957639] [INFO ] [sig       ] [908/3546] Completed DCOM in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-29T20:20:19.957681] [INFO ] [sig       ] [909/3546] Forecasting DCTH...
[2025-12-29T20:20:19.957710] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-29T20:20:19.957739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-29T20:20:19.969130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-29T20:20:19.969403] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-29T20:20:19.970220] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-29T20:20:19.970274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:19.970306] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:19.970334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:19.970393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:20.029190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:20.029912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:20.029992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:20.030025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:20.149618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:20.149752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:20.149789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:20.149816] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:20.153084] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-12-29T20:20:20.153350] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-29T20:20:20.153473] [INFO ] [sig       ] DCTH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:20.296341] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DCTH.txt
[2025-12-29T20:20:20.296477] [INFO ] [sig       ] [909/3546] Completed DCTH in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-29T20:20:20.296516] [INFO ] [sig       ] [910/3546] Forecasting DD...
[2025-12-29T20:20:20.296546] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-29T20:20:20.296596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-29T20:20:20.307295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-29T20:20:20.307564] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-29T20:20:20.308354] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-29T20:20:20.308407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:20.308438] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:20.308464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:20.308522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:20.366052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:20.366903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:20.366982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:20.367025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:20.486034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:20.486197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:20.486250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:20.486279] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:20.490017] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-29T20:20:20.490479] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-29T20:20:20.490628] [INFO ] [sig       ] DD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:20.633933] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DD.txt
[2025-12-29T20:20:20.634095] [INFO ] [sig       ] [910/3546] Completed DD in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-29T20:20:20.634135] [INFO ] [sig       ] [911/3546] Forecasting DDD...
[2025-12-29T20:20:20.634164] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-29T20:20:20.634195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-29T20:20:20.645844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-29T20:20:20.646175] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-29T20:20:20.646994] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-29T20:20:20.647048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:20.647081] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:20.647109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:20.647168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:20.705588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:20.706269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:20.706348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:20.706380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:20.827663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:20.827800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:20.827839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:20.827866] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:20.831447] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-12-29T20:20:20.831738] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-29T20:20:20.831863] [INFO ] [sig       ] DDD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:20.978487] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DDD.txt
[2025-12-29T20:20:20.978690] [INFO ] [sig       ] [911/3546] Completed DDD in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-29T20:20:20.978741] [INFO ] [sig       ] [912/3546] Forecasting DDI...
[2025-12-29T20:20:20.978795] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-29T20:20:20.978827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-29T20:20:20.991448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-29T20:20:20.991835] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-29T20:20:20.992683] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-29T20:20:20.992737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:20.992770] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:20.992797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:20.992867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:21.050264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:21.051144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:21.051228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:21.051260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:21.172629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:21.172785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:21.172828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:21.172857] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:21.176249] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2025-12-29T20:20:21.176525] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-29T20:20:21.176672] [INFO ] [sig       ] DDI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:21.323434] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DDI.txt
[2025-12-29T20:20:21.323604] [INFO ] [sig       ] [912/3546] Completed DDI in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-29T20:20:21.323647] [INFO ] [sig       ] [913/3546] Forecasting DDL...
[2025-12-29T20:20:21.323676] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-29T20:20:21.323705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-29T20:20:21.335123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-29T20:20:21.335434] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-29T20:20:21.336245] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-29T20:20:21.336298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:21.336331] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:21.336358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:21.336423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:21.394251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:21.395052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:21.395135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:21.395169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:21.520958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:21.521113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:21.521152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:21.521180] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:21.524492] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-29T20:20:21.524781] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-29T20:20:21.524906] [INFO ] [sig       ] DDL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:21.665885] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DDL.txt
[2025-12-29T20:20:21.666038] [INFO ] [sig       ] [913/3546] Completed DDL in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-29T20:20:21.666077] [INFO ] [sig       ] [914/3546] Forecasting DDOG...
[2025-12-29T20:20:21.666107] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-29T20:20:21.666136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-29T20:20:21.678475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-29T20:20:21.678874] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-29T20:20:21.679691] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-29T20:20:21.679756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:21.679789] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:21.679817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:21.679876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:21.738018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:21.738937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:21.739068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:21.739103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:21.859895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:21.860043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:21.860083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:21.860112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:21.863488] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-29T20:20:21.863820] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-29T20:20:21.863958] [INFO ] [sig       ] DDOG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:22.004395] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DDOG.txt
[2025-12-29T20:20:22.004518] [INFO ] [sig       ] [914/3546] Completed DDOG in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:22.004558] [INFO ] [sig       ] [915/3546] Forecasting DDS...
[2025-12-29T20:20:22.004605] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-29T20:20:22.004636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-29T20:20:22.015722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-29T20:20:22.016000] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-29T20:20:22.016787] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-29T20:20:22.016840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:22.016871] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:22.016898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:22.016956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:22.074180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:22.074854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:22.074933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:22.074965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:22.195870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:22.196026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:22.196064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:22.196091] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:22.199469] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-29T20:20:22.199755] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-29T20:20:22.199882] [INFO ] [sig       ] DDS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:22.349932] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DDS.txt
[2025-12-29T20:20:22.350092] [INFO ] [sig       ] [915/3546] Completed DDS in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:22.350131] [INFO ] [sig       ] [916/3546] Forecasting DE...
[2025-12-29T20:20:22.350163] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-29T20:20:22.350193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-29T20:20:22.361079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-29T20:20:22.361359] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-29T20:20:22.362145] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-29T20:20:22.362198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:22.362229] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:22.362255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:22.362312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:22.418286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:22.418934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:22.419012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:22.419044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:22.536647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:22.536771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:22.536808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:22.536836] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:22.540101] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-29T20:20:22.540369] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-29T20:20:22.540493] [INFO ] [sig       ] DE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:22.730979] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DE.txt
[2025-12-29T20:20:22.731118] [INFO ] [sig       ] [916/3546] Completed DE in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:22.731156] [INFO ] [sig       ] [917/3546] Forecasting DEA...
[2025-12-29T20:20:22.731186] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-29T20:20:22.731215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-29T20:20:22.742488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-29T20:20:22.742781] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-29T20:20:22.743561] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-29T20:20:22.743630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:22.743662] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:22.743688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:22.743745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:22.800782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:22.801652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:22.801737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:22.801769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:22.919344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:22.919490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:22.919531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:22.919559] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:22.922887] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-29T20:20:22.923155] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-29T20:20:22.923283] [INFO ] [sig       ] DEA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:23.062422] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DEA.txt
[2025-12-29T20:20:23.062591] [INFO ] [sig       ] [917/3546] Completed DEA in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:23.062635] [INFO ] [sig       ] [918/3546] Forecasting DECK...
[2025-12-29T20:20:23.062665] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-29T20:20:23.062700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-29T20:20:23.073888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-29T20:20:23.074208] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-29T20:20:23.075068] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-29T20:20:23.075123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:23.075161] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:23.075188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:23.075247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:23.132734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:23.133321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:23.133399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:23.133431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:23.252526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:23.252673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:23.252711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:23.252740] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:23.255971] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=60.40%)
[2025-12-29T20:20:23.256236] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-29T20:20:23.256359] [INFO ] [sig       ] DECK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:23.402392] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DECK.txt
[2025-12-29T20:20:23.402558] [INFO ] [sig       ] [918/3546] Completed DECK in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:23.402618] [INFO ] [sig       ] [919/3546] Forecasting DEI...
[2025-12-29T20:20:23.402648] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-29T20:20:23.402679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-29T20:20:23.414330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-29T20:20:23.414632] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-29T20:20:23.415405] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-29T20:20:23.415458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:23.415490] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:23.415517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:23.415593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:23.475242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:23.476114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:23.476200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:23.476234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:23.603909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:23.604063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:23.604106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:23.604146] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:23.607596] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2025-12-29T20:20:23.607896] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-29T20:20:23.608024] [INFO ] [sig       ] DEI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:23.754742] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DEI.txt
[2025-12-29T20:20:23.754891] [INFO ] [sig       ] [919/3546] Completed DEI in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:23.754932] [INFO ] [sig       ] [920/3546] Forecasting DELL...
[2025-12-29T20:20:23.754960] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-29T20:20:23.754990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-29T20:20:23.767509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-29T20:20:23.767795] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-29T20:20:23.768559] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-29T20:20:23.768630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:23.768663] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:23.768690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:23.768747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:23.827293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:23.827896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:23.827973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:23.828004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:23.973146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:23.973312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:23.973362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:23.973392] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:23.977048] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=49.19%)
[2025-12-29T20:20:23.977513] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-29T20:20:23.977660] [INFO ] [sig       ] DELL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:24.120249] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DELL.txt
[2025-12-29T20:20:24.120366] [INFO ] [sig       ] [920/3546] Completed DELL in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:24.120406] [INFO ] [sig       ] [921/3546] Forecasting DENN...
[2025-12-29T20:20:24.120433] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-29T20:20:24.120462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-29T20:20:24.133049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-29T20:20:24.133319] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-29T20:20:24.134113] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-29T20:20:24.134167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:24.134223] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:24.134251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:24.134309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:24.193377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:24.193992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:24.194070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:24.194102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:24.314125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:24.314279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:24.314355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:24.314386] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:24.317752] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-12-29T20:20:24.318027] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-29T20:20:24.318154] [INFO ] [sig       ] DENN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:24.461559] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DENN.txt
[2025-12-29T20:20:24.461727] [INFO ] [sig       ] [921/3546] Completed DENN in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:24.461767] [INFO ] [sig       ] [922/3546] Forecasting DEO...
[2025-12-29T20:20:24.461796] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-29T20:20:24.461828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-29T20:20:24.473120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-29T20:20:24.473606] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-29T20:20:24.474635] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-29T20:20:24.474689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:24.474721] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:24.474747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:24.474806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:24.532568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:24.533272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:24.533547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:24.533599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:24.654731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:24.654866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:24.654905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:24.654933] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:24.658274] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-29T20:20:24.658547] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-29T20:20:24.658691] [INFO ] [sig       ] DEO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:24.798013] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DEO.txt
[2025-12-29T20:20:24.798141] [INFO ] [sig       ] [922/3546] Completed DEO in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:24.798179] [INFO ] [sig       ] [923/3546] Forecasting DERM...
[2025-12-29T20:20:24.798208] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-29T20:20:24.798238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-29T20:20:24.809497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-29T20:20:24.809804] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-29T20:20:24.810621] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-29T20:20:24.810676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:24.810709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:24.810736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:24.810795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:24.868399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:24.869084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:24.869161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:24.869194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:24.997273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:24.997457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:24.997514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:24.997557] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:25.002317] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-29T20:20:25.002698] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-29T20:20:25.002862] [INFO ] [sig       ] DERM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:25.155231] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DERM.txt
[2025-12-29T20:20:25.155367] [INFO ] [sig       ] [923/3546] Completed DERM in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-29T20:20:25.155406] [INFO ] [sig       ] [924/3546] Forecasting DFGP...
[2025-12-29T20:20:25.155436] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-29T20:20:25.155467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-29T20:20:25.166697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-29T20:20:25.166979] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-29T20:20:25.167829] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-29T20:20:25.167884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:25.167916] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:25.167944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:25.168003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:25.225607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:25.226217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:25.226297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:25.226328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:25.359604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:25.359777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:25.359825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:25.359897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:25.364374] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-29T20:20:25.364778] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-29T20:20:25.364947] [INFO ] [sig       ] DFGP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:25.510041] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DFGP.txt
[2025-12-29T20:20:25.510209] [INFO ] [sig       ] [924/3546] Completed DFGP in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-29T20:20:25.510250] [INFO ] [sig       ] [925/3546] Forecasting DFGX...
[2025-12-29T20:20:25.510279] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-29T20:20:25.510309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-29T20:20:25.521505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-29T20:20:25.521799] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-29T20:20:25.522605] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-29T20:20:25.522666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:25.522710] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:25.522739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:25.522797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:25.579848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:25.580479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:25.580559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:25.580609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:25.702755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:25.702911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:25.702952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:25.702983] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:25.706433] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2025-12-29T20:20:25.706729] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-29T20:20:25.706857] [INFO ] [sig       ] DFGX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:25.874632] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DFGX.txt
[2025-12-29T20:20:25.874823] [INFO ] [sig       ] [925/3546] Completed DFGX in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-29T20:20:25.874890] [INFO ] [sig       ] [926/3546] Forecasting DFH...
[2025-12-29T20:20:25.874939] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-29T20:20:25.874986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-29T20:20:25.889878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-29T20:20:25.890253] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-29T20:20:25.891075] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-29T20:20:25.891129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:25.891164] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:25.891191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:25.891249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:25.947420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:25.948047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:25.948125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:25.948159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:26.068316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:26.068469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:26.068508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:26.068537] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:26.071962] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-29T20:20:26.072236] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-29T20:20:26.072363] [INFO ] [sig       ] DFH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:26.216678] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DFH.txt
[2025-12-29T20:20:26.216833] [INFO ] [sig       ] [926/3546] Completed DFH in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-29T20:20:26.216872] [INFO ] [sig       ] [927/3546] Forecasting DFIN...
[2025-12-29T20:20:26.216903] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-29T20:20:26.216933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-29T20:20:26.227926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-29T20:20:26.228222] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-29T20:20:26.229061] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-29T20:20:26.229114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:26.229145] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:26.229174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:26.229234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:26.288063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:26.289077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:26.289173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:26.289206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:26.404333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:26.404493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:26.404532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:26.404559] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:26.408099] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=19.87%)
[2025-12-29T20:20:26.408387] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-29T20:20:26.408523] [INFO ] [sig       ] DFIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:26.556477] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DFIN.txt
[2025-12-29T20:20:26.556671] [INFO ] [sig       ] [927/3546] Completed DFIN in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-29T20:20:26.556722] [INFO ] [sig       ] [928/3546] Forecasting DFP...
[2025-12-29T20:20:26.556755] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-29T20:20:26.556785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-29T20:20:26.568454] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DFP'.
[2025-12-29T20:20:26.568916] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-29T20:20:26.569778] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-29T20:20:26.569832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:26.569864] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:26.569890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:26.569948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:26.641567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:26.642744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:26.642879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:26.642929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:26.776654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:26.776815] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:20:26.776855] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:26.776882] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:26.780352] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-12-29T20:20:26.780666] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-29T20:20:26.780801] [INFO ] [sig       ] DFP: Forecast for 2025-12-26: DOWN (sign=0.00)
[2025-12-29T20:20:26.926090] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-29	0 -> ./output/forecasts/individual/2025-12-29/DFP.txt
[2025-12-29T20:20:26.926270] [INFO ] [sig       ] [928/3546] Completed DFP in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-29T20:20:26.926342] [INFO ] [sig       ] [929/3546] Forecasting DG...
[2025-12-29T20:20:26.926563] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-29T20:20:26.926618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-29T20:20:26.939638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-29T20:20:26.940011] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-29T20:20:26.940826] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-29T20:20:26.940879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:26.940911] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:26.940937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:26.940993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:26.998390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:26.999264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:26.999350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:26.999384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:27.120703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:27.120869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:27.120910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:27.120938] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:27.124408] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=51.89%)
[2025-12-29T20:20:27.124725] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-29T20:20:27.124857] [INFO ] [sig       ] DG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:27.282414] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DG.txt
[2025-12-29T20:20:27.282559] [INFO ] [sig       ] [929/3546] Completed DG in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-29T20:20:27.282618] [INFO ] [sig       ] [930/3546] Forecasting DGCB...
[2025-12-29T20:20:27.282648] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-29T20:20:27.282677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-29T20:20:27.294996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-29T20:20:27.295393] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-29T20:20:27.296224] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-29T20:20:27.296278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:27.296310] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:27.296336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:27.296393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:27.353870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:27.354717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:27.354802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:27.354835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:27.477148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:27.477300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:27.477341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:27.477369] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:27.480980] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=14.51%)
[2025-12-29T20:20:27.481261] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-29T20:20:27.481390] [INFO ] [sig       ] DGCB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:27.634882] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DGCB.txt
[2025-12-29T20:20:27.635017] [INFO ] [sig       ] [930/3546] Completed DGCB in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-29T20:20:27.635055] [INFO ] [sig       ] [931/3546] Forecasting DGICA...
[2025-12-29T20:20:27.635086] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-29T20:20:27.635115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-29T20:20:27.646115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-29T20:20:27.646392] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-29T20:20:27.647189] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-29T20:20:27.647242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:27.647273] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:27.647299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:27.647357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:27.703585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:27.704171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:27.704274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:27.704307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:27.820487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:27.820651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:27.820691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:27.820718] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:27.824045] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-29T20:20:27.824333] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-29T20:20:27.824469] [INFO ] [sig       ] DGICA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:27.965618] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DGICA.txt
[2025-12-29T20:20:27.965751] [INFO ] [sig       ] [931/3546] Completed DGICA in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-29T20:20:27.965791] [INFO ] [sig       ] [932/3546] Forecasting DGII...
[2025-12-29T20:20:27.965821] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-29T20:20:27.965850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-29T20:20:27.976756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-29T20:20:27.977104] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-29T20:20:27.977926] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-29T20:20:27.977979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:27.978011] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:27.978037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:27.978094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:28.034044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:28.034746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:28.034825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:28.034857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:28.156641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:28.156794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:28.156833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:28.156878] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:28.160275] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=60.68%)
[2025-12-29T20:20:28.160545] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-29T20:20:28.160687] [INFO ] [sig       ] DGII: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:28.299896] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DGII.txt
[2025-12-29T20:20:28.300029] [INFO ] [sig       ] [932/3546] Completed DGII in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:28.300067] [INFO ] [sig       ] [933/3546] Forecasting DGRE...
[2025-12-29T20:20:28.300096] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-29T20:20:28.300126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-29T20:20:28.311314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-29T20:20:28.311648] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-29T20:20:28.312430] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-29T20:20:28.312483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:28.312514] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:28.312540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:28.312624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:28.369254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:28.370031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:28.370113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:28.370145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:28.486461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:28.486629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:28.486670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:28.486698] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:28.490025] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-29T20:20:28.490292] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-29T20:20:28.490415] [INFO ] [sig       ] DGRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:28.637403] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DGRE.txt
[2025-12-29T20:20:28.637560] [INFO ] [sig       ] [933/3546] Completed DGRE in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:28.637622] [INFO ] [sig       ] [934/3546] Forecasting DGRS...
[2025-12-29T20:20:28.637652] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-29T20:20:28.637684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-29T20:20:28.648791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-29T20:20:28.649093] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-29T20:20:28.650100] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-29T20:20:28.650154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:28.650185] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:28.650212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:28.650269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:28.707141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:28.707945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:28.708037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:28.708069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:28.824333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:28.824486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:28.824525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:28.824555] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:28.828058] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=49.22%)
[2025-12-29T20:20:28.828327] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-29T20:20:28.828656] [INFO ] [sig       ] DGRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:28.972235] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DGRS.txt
[2025-12-29T20:20:28.972395] [INFO ] [sig       ] [934/3546] Completed DGRS in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:28.972436] [INFO ] [sig       ] [935/3546] Forecasting DGX...
[2025-12-29T20:20:28.972465] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-29T20:20:28.972494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-29T20:20:28.984255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-29T20:20:28.984677] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-29T20:20:28.985479] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-29T20:20:28.985533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:28.985566] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:28.985619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:28.985686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:29.044028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:29.044838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:29.044922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:29.044954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:29.164547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:29.164710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:29.164749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:29.164777] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:29.168088] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-29T20:20:29.168358] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-29T20:20:29.168482] [INFO ] [sig       ] DGX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:29.308097] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DGX.txt
[2025-12-29T20:20:29.308244] [INFO ] [sig       ] [935/3546] Completed DGX in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:29.308285] [INFO ] [sig       ] [936/3546] Forecasting DH...
[2025-12-29T20:20:29.308315] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-29T20:20:29.308345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-29T20:20:29.319720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-29T20:20:29.320065] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-29T20:20:29.320886] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-29T20:20:29.320940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:29.320972] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:29.321011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:29.321072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:29.381014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:29.381900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:29.381985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:29.382019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:29.507920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:29.508085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:29.508129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:29.508158] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:29.511937] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-29T20:20:29.512215] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-29T20:20:29.512350] [INFO ] [sig       ] DH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:29.656528] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DH.txt
[2025-12-29T20:20:29.656713] [INFO ] [sig       ] [936/3546] Completed DH in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:29.656756] [INFO ] [sig       ] [937/3546] Forecasting DHC...
[2025-12-29T20:20:29.656786] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-29T20:20:29.656816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-29T20:20:29.668300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-29T20:20:29.668642] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-29T20:20:29.669490] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-29T20:20:29.669544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:29.669595] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:29.669625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:29.669685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:29.728278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:29.729143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:29.729228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:29.729271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:29.848984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:29.849136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:29.849175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:29.849204] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:29.852523] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-29T20:20:29.852816] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-29T20:20:29.852941] [INFO ] [sig       ] DHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:29.992815] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DHC.txt
[2025-12-29T20:20:29.992945] [INFO ] [sig       ] [937/3546] Completed DHC in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:29.992983] [INFO ] [sig       ] [938/3546] Forecasting DHF...
[2025-12-29T20:20:29.993013] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-29T20:20:29.993041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-29T20:20:30.005350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-29T20:20:30.005788] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-29T20:20:30.006658] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-29T20:20:30.006711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:30.006771] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:30.006801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:30.006865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:30.066305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:30.067168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:30.067253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:30.067291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:30.186414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:30.186610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:30.186652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:30.186682] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:30.190126] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-29T20:20:30.190406] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-29T20:20:30.190533] [INFO ] [sig       ] DHF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:30.330749] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DHF.txt
[2025-12-29T20:20:30.330902] [INFO ] [sig       ] [938/3546] Completed DHF in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:30.330944] [INFO ] [sig       ] [939/3546] Forecasting DHI...
[2025-12-29T20:20:30.330974] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-29T20:20:30.331008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-29T20:20:30.343832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-29T20:20:30.344167] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-29T20:20:30.345002] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-29T20:20:30.345055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:30.345088] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:30.345115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:30.345174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:30.403926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:30.404766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:30.404852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:30.404885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:30.529676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:30.529828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:30.529869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:30.529898] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:30.533246] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-29T20:20:30.533528] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-29T20:20:30.533676] [INFO ] [sig       ] DHI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:30.674064] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DHI.txt
[2025-12-29T20:20:30.674231] [INFO ] [sig       ] [939/3546] Completed DHI in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:30.674284] [INFO ] [sig       ] [940/3546] Forecasting DHIL...
[2025-12-29T20:20:30.674330] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-29T20:20:30.674362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-29T20:20:30.687062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-29T20:20:30.687402] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-29T20:20:30.688223] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-29T20:20:30.688276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:30.688308] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:30.688334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:30.688391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:30.744978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:30.745637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:30.745717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:30.745749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:30.861765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:30.861934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:30.861973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:30.862001] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:30.865451] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-29T20:20:30.865735] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-29T20:20:30.865860] [INFO ] [sig       ] DHIL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:31.006656] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DHIL.txt
[2025-12-29T20:20:31.006821] [INFO ] [sig       ] [940/3546] Completed DHIL in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-29T20:20:31.006863] [INFO ] [sig       ] [941/3546] Forecasting DHX...
[2025-12-29T20:20:31.006895] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-29T20:20:31.006936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-29T20:20:31.018990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-29T20:20:31.019424] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-29T20:20:31.020416] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-29T20:20:31.020486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:31.020525] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:31.020552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:31.020628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:31.082969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:31.083900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:31.083988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:31.084022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:31.200844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:31.201005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:31.201045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:31.201111] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:31.204504] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-29T20:20:31.204809] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-29T20:20:31.204939] [INFO ] [sig       ] DHX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:31.347451] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DHX.txt
[2025-12-29T20:20:31.347631] [INFO ] [sig       ] [941/3546] Completed DHX in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-29T20:20:31.347674] [INFO ] [sig       ] [942/3546] Forecasting DIBS...
[2025-12-29T20:20:31.347705] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-29T20:20:31.347735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-29T20:20:31.361245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-29T20:20:31.361637] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-29T20:20:31.362479] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-29T20:20:31.362535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:31.362568] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:31.362626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:31.362688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:31.425600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:31.426491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:31.426596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:31.426633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:31.551601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:31.551742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:31.551782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:31.551811] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:31.555200] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-29T20:20:31.555480] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-29T20:20:31.555627] [INFO ] [sig       ] DIBS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:31.705285] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DIBS.txt
[2025-12-29T20:20:31.705439] [INFO ] [sig       ] [942/3546] Completed DIBS in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-29T20:20:31.705479] [INFO ] [sig       ] [943/3546] Forecasting DIN...
[2025-12-29T20:20:31.705508] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-29T20:20:31.705536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-29T20:20:31.717215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-29T20:20:31.717553] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-29T20:20:31.718394] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-29T20:20:31.718449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:31.718481] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:31.718508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:31.718566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:31.781598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:31.782492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:31.782609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:31.782646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:31.913829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:31.914001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:31.914043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:31.914074] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:31.917618] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-29T20:20:31.917928] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-29T20:20:31.918061] [INFO ] [sig       ] DIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:32.067265] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DIN.txt
[2025-12-29T20:20:32.067425] [INFO ] [sig       ] [943/3546] Completed DIN in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-29T20:20:32.067466] [INFO ] [sig       ] [944/3546] Forecasting DINO...
[2025-12-29T20:20:32.067496] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-29T20:20:32.067527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-29T20:20:32.079139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-29T20:20:32.079483] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-29T20:20:32.080321] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-29T20:20:32.080374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:32.080405] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:32.080430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:32.080487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:32.136824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:32.137489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:32.137570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:32.137620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:32.262612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:32.262768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:32.262806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:32.262835] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:32.266146] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-29T20:20:32.266416] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-29T20:20:32.266538] [INFO ] [sig       ] DINO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:32.405639] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DINO.txt
[2025-12-29T20:20:32.405790] [INFO ] [sig       ] [944/3546] Completed DINO in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-29T20:20:32.405831] [INFO ] [sig       ] [945/3546] Forecasting DIOD...
[2025-12-29T20:20:32.405860] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-29T20:20:32.405890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-29T20:20:32.417346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-29T20:20:32.417717] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-29T20:20:32.418494] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-29T20:20:32.418546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:32.418596] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:32.418625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:32.418683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:32.475154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:32.476052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:32.476136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:32.476168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:32.595516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:32.595697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:32.595739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:32.595767] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:32.599038] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=69.62%)
[2025-12-29T20:20:32.599309] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-29T20:20:32.599439] [INFO ] [sig       ] DIOD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:32.736690] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DIOD.txt
[2025-12-29T20:20:32.736809] [INFO ] [sig       ] [945/3546] Completed DIOD in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-29T20:20:32.736849] [INFO ] [sig       ] [946/3546] Forecasting DIS...
[2025-12-29T20:20:32.736879] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-29T20:20:32.736907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-29T20:20:32.748683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-29T20:20:32.749070] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-29T20:20:32.749926] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-29T20:20:32.749982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:32.750015] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:32.750043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:32.750101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:32.809248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:32.810133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:32.810219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:32.810253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:32.928842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:32.928995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:32.929035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:32.929064] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:32.932372] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-29T20:20:32.932654] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-29T20:20:32.932780] [INFO ] [sig       ] DIS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:33.071960] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DIS.txt
[2025-12-29T20:20:33.072079] [INFO ] [sig       ] [946/3546] Completed DIS in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-29T20:20:33.072125] [INFO ] [sig       ] [947/3546] Forecasting DJCO...
[2025-12-29T20:20:33.072155] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-29T20:20:33.072185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-29T20:20:33.082752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-29T20:20:33.083071] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-29T20:20:33.083874] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-29T20:20:33.083925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:33.083956] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:33.083983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:33.084045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:33.140308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:33.140962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:33.141040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:33.141072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:33.256463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:33.256600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:33.256638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:33.256666] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:33.259877] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-29T20:20:33.260140] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-29T20:20:33.260265] [INFO ] [sig       ] DJCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:33.398952] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DJCO.txt
[2025-12-29T20:20:33.399067] [INFO ] [sig       ] [947/3546] Completed DJCO in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-29T20:20:33.399104] [INFO ] [sig       ] [948/3546] Forecasting DK...
[2025-12-29T20:20:33.399134] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-29T20:20:33.399163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-29T20:20:33.410672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-29T20:20:33.410941] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-29T20:20:33.411731] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-29T20:20:33.411783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:33.411814] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:33.411840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:33.411898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:33.468977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:33.469608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:33.469711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:33.469744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:33.592194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:33.592340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:33.592385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:33.592415] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:33.595832] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=24.06%)
[2025-12-29T20:20:33.596111] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-29T20:20:33.596240] [INFO ] [sig       ] DK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:33.735554] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DK.txt
[2025-12-29T20:20:33.735704] [INFO ] [sig       ] [948/3546] Completed DK in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:33.735745] [INFO ] [sig       ] [949/3546] Forecasting DKL...
[2025-12-29T20:20:33.735774] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-29T20:20:33.735804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-29T20:20:33.746735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-29T20:20:33.747010] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-29T20:20:33.747805] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-29T20:20:33.747857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:33.747899] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:33.747926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:33.747983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:33.804742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:33.805559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:33.805658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:33.805690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:33.919287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:33.919440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:33.919480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:33.919510] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:33.922899] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=30.17%)
[2025-12-29T20:20:33.923180] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-29T20:20:33.923331] [INFO ] [sig       ] DKL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:34.061810] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DKL.txt
[2025-12-29T20:20:34.061929] [INFO ] [sig       ] [949/3546] Completed DKL in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:34.061966] [INFO ] [sig       ] [950/3546] Forecasting DKNG...
[2025-12-29T20:20:34.061995] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-29T20:20:34.062024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-29T20:20:34.073191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-29T20:20:34.073497] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-29T20:20:34.074360] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-29T20:20:34.074419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:34.074451] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:34.074478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:34.074535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:34.133938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:34.134602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:34.134681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:34.134712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:34.250295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:34.250444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:34.250483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:34.250511] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:34.253847] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-29T20:20:34.254112] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-29T20:20:34.254233] [INFO ] [sig       ] DKNG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:34.398437] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DKNG.txt
[2025-12-29T20:20:34.398587] [INFO ] [sig       ] [950/3546] Completed DKNG in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:34.398634] [INFO ] [sig       ] [951/3546] Forecasting DKS...
[2025-12-29T20:20:34.398665] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-29T20:20:34.398695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-29T20:20:34.411536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-29T20:20:34.411861] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-29T20:20:34.412711] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-29T20:20:34.412768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:34.412800] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:34.412828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:34.412886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:34.471180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:34.471893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:34.471971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:34.472002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:34.587914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:34.588051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:34.588088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:34.588117] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:34.591420] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-29T20:20:34.591710] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-29T20:20:34.591838] [INFO ] [sig       ] DKS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:34.731442] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DKS.txt
[2025-12-29T20:20:34.731802] [INFO ] [sig       ] [951/3546] Completed DKS in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:34.731842] [INFO ] [sig       ] [952/3546] Forecasting DLB...
[2025-12-29T20:20:34.731871] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-29T20:20:34.731900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-29T20:20:34.743217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-29T20:20:34.743480] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-29T20:20:34.744264] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-29T20:20:34.744317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:34.744348] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:34.744375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:34.744433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:34.802764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:34.803367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:34.803448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:34.803480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:34.925918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:34.926080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:34.926120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:34.926148] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:34.929780] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-29T20:20:34.930240] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-29T20:20:34.930371] [INFO ] [sig       ] DLB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:35.076359] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DLB.txt
[2025-12-29T20:20:35.076541] [INFO ] [sig       ] [952/3546] Completed DLB in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:35.076603] [INFO ] [sig       ] [953/3546] Forecasting DLHC...
[2025-12-29T20:20:35.076640] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-29T20:20:35.076672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-29T20:20:35.088480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-29T20:20:35.088891] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-29T20:20:35.089749] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-29T20:20:35.089804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:35.089837] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:35.089865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:35.089924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:35.146588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:35.147451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:35.147589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:35.147625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:35.265772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:35.265927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:35.265966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:35.265994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:35.269366] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-29T20:20:35.269674] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-29T20:20:35.269807] [INFO ] [sig       ] DLHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:35.410501] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DLHC.txt
[2025-12-29T20:20:35.410695] [INFO ] [sig       ] [953/3546] Completed DLHC in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:35.410736] [INFO ] [sig       ] [954/3546] Forecasting DLNG...
[2025-12-29T20:20:35.410766] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-29T20:20:35.410797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-29T20:20:35.422305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-29T20:20:35.422716] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-29T20:20:35.423551] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-29T20:20:35.423628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:35.423665] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:35.423693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:35.423753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:35.483303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:35.484191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:35.484276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:35.484310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:35.600780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:35.600935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:35.600978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:35.601007] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:35.604490] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=58.74%)
[2025-12-29T20:20:35.604797] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-29T20:20:35.604929] [INFO ] [sig       ] DLNG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:35.757891] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DLNG.txt
[2025-12-29T20:20:35.758094] [INFO ] [sig       ] [954/3546] Completed DLNG in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:35.758140] [INFO ] [sig       ] [955/3546] Forecasting DLO...
[2025-12-29T20:20:35.758171] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-29T20:20:35.758201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-29T20:20:35.770146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-29T20:20:35.770509] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-29T20:20:35.771395] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-29T20:20:35.771454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:35.771527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:35.771557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:35.771646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:35.831838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:35.832762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:35.832849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:35.832882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:35.970437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:35.970621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:35.970669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:35.970700] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:35.974282] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-29T20:20:35.974621] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-29T20:20:35.974769] [INFO ] [sig       ] DLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:36.131043] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DLO.txt
[2025-12-29T20:20:36.131204] [INFO ] [sig       ] [955/3546] Completed DLO in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:36.131245] [INFO ] [sig       ] [956/3546] Forecasting DLPN...
[2025-12-29T20:20:36.131277] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-29T20:20:36.131307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-29T20:20:36.144611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-29T20:20:36.144968] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-29T20:20:36.145796] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-29T20:20:36.145849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:36.145880] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:36.145907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:36.145964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:36.202793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:36.203684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:36.203767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:36.203799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:36.309850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:36.310023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:36.310065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:36.310109] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:36.313440] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-12-29T20:20:36.313728] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-29T20:20:36.313852] [INFO ] [sig       ] DLPN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:36.451489] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DLPN.txt
[2025-12-29T20:20:36.451636] [INFO ] [sig       ] [956/3546] Completed DLPN in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:36.451676] [INFO ] [sig       ] [957/3546] Forecasting DLTH...
[2025-12-29T20:20:36.451705] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-29T20:20:36.451734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-29T20:20:36.462794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-29T20:20:36.463112] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-29T20:20:36.463932] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-29T20:20:36.463985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:36.464018] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:36.464046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:36.464105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:36.522391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:36.523082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:36.523163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:36.523197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:36.641626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:36.641785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:36.641824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:36.641852] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:36.645161] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=40.11%)
[2025-12-29T20:20:36.645425] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-29T20:20:36.645548] [INFO ] [sig       ] DLTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:36.787996] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DLTH.txt
[2025-12-29T20:20:36.788133] [INFO ] [sig       ] [957/3546] Completed DLTH in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:36.788178] [INFO ] [sig       ] [958/3546] Forecasting DLX...
[2025-12-29T20:20:36.788207] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-29T20:20:36.788237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-29T20:20:36.799964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-29T20:20:36.800251] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-29T20:20:36.801076] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-29T20:20:36.801131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:36.801171] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:36.801207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:36.801279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:36.860164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:36.860955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:36.861039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:36.861087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:36.986478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:36.986650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:36.986692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:36.986757] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:36.990248] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-29T20:20:36.990596] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-29T20:20:36.990742] [INFO ] [sig       ] DLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:37.129919] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DLX.txt
[2025-12-29T20:20:37.130053] [INFO ] [sig       ] [958/3546] Completed DLX in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-29T20:20:37.130093] [INFO ] [sig       ] [959/3546] Forecasting DLY...
[2025-12-29T20:20:37.130123] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-29T20:20:37.130152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-29T20:20:37.141999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-29T20:20:37.142281] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-29T20:20:37.143064] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-29T20:20:37.143117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:37.143148] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:37.143175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:37.143233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:37.199998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:37.200695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:37.200773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:37.200805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:37.314327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:37.314469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:37.314507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:37.314536] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:37.317857] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-29T20:20:37.318122] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-29T20:20:37.318245] [INFO ] [sig       ] DLY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:37.456793] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DLY.txt
[2025-12-29T20:20:37.456920] [INFO ] [sig       ] [959/3546] Completed DLY in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-29T20:20:37.456958] [INFO ] [sig       ] [960/3546] Forecasting DMAC...
[2025-12-29T20:20:37.456987] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-29T20:20:37.457016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-29T20:20:37.468064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-29T20:20:37.468327] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-29T20:20:37.469166] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-29T20:20:37.469218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:37.469248] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:37.469284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:37.469343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:37.525945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:37.526541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:37.526636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:37.526668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:37.644074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:37.644186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:37.644221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:37.644250] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:37.647417] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-12-29T20:20:37.647704] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-29T20:20:37.647830] [INFO ] [sig       ] DMAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:37.786804] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DMAC.txt
[2025-12-29T20:20:37.786924] [INFO ] [sig       ] [960/3546] Completed DMAC in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-29T20:20:37.786962] [INFO ] [sig       ] [961/3546] Forecasting DMB...
[2025-12-29T20:20:37.786990] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-29T20:20:37.787020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-29T20:20:37.798516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-29T20:20:37.798808] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-29T20:20:37.799598] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-29T20:20:37.799650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:37.799680] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:37.799705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:37.799761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:37.856351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:37.857021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:37.857106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:37.857138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:37.974086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:37.974213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:37.974250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:37.974278] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:37.977543] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=83.59%)
[2025-12-29T20:20:37.977852] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-29T20:20:37.977976] [INFO ] [sig       ] DMB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:38.123322] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DMB.txt
[2025-12-29T20:20:38.123484] [INFO ] [sig       ] [961/3546] Completed DMB in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-29T20:20:38.123530] [INFO ] [sig       ] [962/3546] Forecasting DMLP...
[2025-12-29T20:20:38.123560] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-29T20:20:38.123609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-29T20:20:38.141660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-29T20:20:38.141970] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-29T20:20:38.142830] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-29T20:20:38.142884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:38.142916] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:38.142943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:38.143000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:38.199427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:38.200047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:38.200125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:38.200157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:38.322431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:38.322604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:38.322645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:38.322674] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:38.325988] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-12-29T20:20:38.326276] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-29T20:20:38.326404] [INFO ] [sig       ] DMLP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:38.464227] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DMLP.txt
[2025-12-29T20:20:38.464355] [INFO ] [sig       ] [962/3546] Completed DMLP in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-29T20:20:38.464393] [INFO ] [sig       ] [963/3546] Forecasting DMO...
[2025-12-29T20:20:38.464423] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-29T20:20:38.464453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-29T20:20:38.476344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-29T20:20:38.476654] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-29T20:20:38.477427] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-29T20:20:38.477483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:38.477514] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:38.477539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:38.477618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:38.533799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:38.534405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:38.534482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:38.534514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:38.651754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:38.651909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:38.651949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:38.651977] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:38.655324] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=59.99%)
[2025-12-29T20:20:38.655615] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-29T20:20:38.655739] [INFO ] [sig       ] DMO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:38.797008] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DMO.txt
[2025-12-29T20:20:38.797144] [INFO ] [sig       ] [963/3546] Completed DMO in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-29T20:20:38.797184] [INFO ] [sig       ] [964/3546] Forecasting DMRC...
[2025-12-29T20:20:38.797214] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-29T20:20:38.797243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-29T20:20:38.808537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-29T20:20:38.808861] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-29T20:20:38.809694] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-29T20:20:38.809747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:38.809779] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:38.809806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:38.809863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:38.867065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:38.867914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:38.867994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:38.868026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:38.985442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:38.985564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:38.985620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:38.985648] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:38.989058] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=49.97%)
[2025-12-29T20:20:38.989324] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-29T20:20:38.989447] [INFO ] [sig       ] DMRC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:39.157505] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DMRC.txt
[2025-12-29T20:20:39.157666] [INFO ] [sig       ] [964/3546] Completed DMRC in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:39.157707] [INFO ] [sig       ] [965/3546] Forecasting DMXF...
[2025-12-29T20:20:39.157737] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-29T20:20:39.157765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-29T20:20:39.168537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-29T20:20:39.168860] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-29T20:20:39.169662] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-29T20:20:39.169714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:39.169745] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:39.169773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:39.169830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:39.229998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:39.231101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:39.231246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:39.231298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:39.350227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:39.350381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:39.350421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:39.350453] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:39.353877] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-29T20:20:39.354156] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-29T20:20:39.354284] [INFO ] [sig       ] DMXF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:39.506610] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DMXF.txt
[2025-12-29T20:20:39.506836] [INFO ] [sig       ] [965/3546] Completed DMXF in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:39.506891] [INFO ] [sig       ] [966/3546] Forecasting DNA...
[2025-12-29T20:20:39.506924] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-29T20:20:39.506955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-29T20:20:39.519365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-29T20:20:39.519727] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-29T20:20:39.520537] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-29T20:20:39.520607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:39.520640] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:39.520666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:39.520724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:39.576748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:39.577464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:39.577545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:39.577597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:39.695824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:39.695984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:39.696024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:39.696051] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:39.699520] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-29T20:20:39.699822] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-29T20:20:39.699955] [INFO ] [sig       ] DNA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:39.839390] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DNA.txt
[2025-12-29T20:20:39.839547] [INFO ] [sig       ] [966/3546] Completed DNA in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:39.839605] [INFO ] [sig       ] [967/3546] Forecasting DNLI...
[2025-12-29T20:20:39.839638] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-29T20:20:39.839667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-29T20:20:39.852044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-29T20:20:39.852404] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-29T20:20:39.853231] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-29T20:20:39.853285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:39.853315] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:39.853340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:39.853396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:39.910085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:39.910975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:39.911063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:39.911095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:40.038085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:40.038247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:40.038288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:40.038316] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:40.042126] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-12-29T20:20:40.042430] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-29T20:20:40.042568] [INFO ] [sig       ] DNLI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:40.205720] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DNLI.txt
[2025-12-29T20:20:40.205889] [INFO ] [sig       ] [967/3546] Completed DNLI in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:40.205929] [INFO ] [sig       ] [968/3546] Forecasting DNP...
[2025-12-29T20:20:40.205960] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-29T20:20:40.205990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-29T20:20:40.217157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-29T20:20:40.217513] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-29T20:20:40.218322] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-29T20:20:40.218374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:40.218406] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:40.218432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:40.218489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:40.275179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:40.276089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:40.276181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:40.276213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:40.396980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:40.397135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:40.397175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:40.397204] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:40.400621] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-12-29T20:20:40.400907] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-29T20:20:40.401038] [INFO ] [sig       ] DNP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:40.540506] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DNP.txt
[2025-12-29T20:20:40.540740] [INFO ] [sig       ] [968/3546] Completed DNP in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:40.540784] [INFO ] [sig       ] [969/3546] Forecasting DNTH...
[2025-12-29T20:20:40.540813] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-29T20:20:40.540841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-29T20:20:40.552387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-29T20:20:40.552786] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-29T20:20:40.553611] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-29T20:20:40.553664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:40.553696] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:40.553723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:40.553781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:40.610073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:40.610971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:40.611057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:40.611089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:40.731622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:40.731792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:40.731832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:40.731860] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:40.735197] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-29T20:20:40.735461] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-29T20:20:40.735601] [INFO ] [sig       ] DNTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:40.910004] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DNTH.txt
[2025-12-29T20:20:40.910175] [INFO ] [sig       ] [969/3546] Completed DNTH in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:40.910218] [INFO ] [sig       ] [970/3546] Forecasting DOCN...
[2025-12-29T20:20:40.910247] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-29T20:20:40.910277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-29T20:20:40.922861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-29T20:20:40.923222] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-29T20:20:40.924067] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-29T20:20:40.924122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:40.924155] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:40.924182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:40.924241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:40.981964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:40.982961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:40.983051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:40.983084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:41.106217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:41.106378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:41.106418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:41.106447] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:41.110007] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-29T20:20:41.110318] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-29T20:20:41.110462] [INFO ] [sig       ] DOCN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:41.253757] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DOCN.txt
[2025-12-29T20:20:41.253924] [INFO ] [sig       ] [970/3546] Completed DOCN in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:41.253967] [INFO ] [sig       ] [971/3546] Forecasting DOCS...
[2025-12-29T20:20:41.253996] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-29T20:20:41.254025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-29T20:20:41.265528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-29T20:20:41.265929] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-29T20:20:41.266745] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-29T20:20:41.266799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:41.266832] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:41.266859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:41.266916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:41.327465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:41.328363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:41.328452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:41.328485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:41.452563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:41.452743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:41.452783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:41.452814] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:41.456527] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-29T20:20:41.456881] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-29T20:20:41.457020] [INFO ] [sig       ] DOCS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:41.602460] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DOCS.txt
[2025-12-29T20:20:41.602639] [INFO ] [sig       ] [971/3546] Completed DOCS in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:41.602680] [INFO ] [sig       ] [972/3546] Forecasting DOGZ...
[2025-12-29T20:20:41.602711] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-29T20:20:41.602740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-29T20:20:41.614459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-29T20:20:41.614879] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-29T20:20:41.615806] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-29T20:20:41.615863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:41.615922] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:41.615952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:41.616012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:41.675148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:41.676018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:41.676101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:41.676134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:41.800520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:41.800692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:41.800735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:41.800764] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:41.804115] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-29T20:20:41.804387] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-29T20:20:41.804509] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:41.942873] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DOGZ.txt
[2025-12-29T20:20:41.942996] [INFO ] [sig       ] [972/3546] Completed DOGZ in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:41.943036] [INFO ] [sig       ] [973/3546] Forecasting DOLE...
[2025-12-29T20:20:41.943065] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-29T20:20:41.943094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-29T20:20:41.954164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-29T20:20:41.954431] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-29T20:20:41.955224] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-29T20:20:41.955287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:41.955318] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:41.955344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:41.955401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:42.011772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:42.012370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:42.012447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:42.012477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:42.132559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:42.132704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:42.132744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:42.132773] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:42.135993] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=48.85%)
[2025-12-29T20:20:42.136259] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-29T20:20:42.136382] [INFO ] [sig       ] DOLE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:42.276099] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DOLE.txt
[2025-12-29T20:20:42.276250] [INFO ] [sig       ] [973/3546] Completed DOLE in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:42.276289] [INFO ] [sig       ] [974/3546] Forecasting DOMO...
[2025-12-29T20:20:42.276318] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-29T20:20:42.276346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-29T20:20:42.287654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-29T20:20:42.287918] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-29T20:20:42.288723] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-29T20:20:42.288794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:42.288826] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:42.288852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:42.288910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:42.345182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:42.346020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:42.346100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:42.346132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:42.467069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:42.467245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:42.467291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:42.467320] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:42.470794] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=70.53%)
[2025-12-29T20:20:42.471055] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-29T20:20:42.471177] [INFO ] [sig       ] DOMO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:42.611312] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DOMO.txt
[2025-12-29T20:20:42.611440] [INFO ] [sig       ] [974/3546] Completed DOMO in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:42.611479] [INFO ] [sig       ] [975/3546] Forecasting DORM...
[2025-12-29T20:20:42.611508] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-29T20:20:42.611537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-29T20:20:42.624113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-29T20:20:42.624383] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-29T20:20:42.625163] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-29T20:20:42.625214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:42.625245] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:42.625271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:42.625327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:42.683832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:42.684485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:42.684568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:42.684620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:42.808559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:42.808730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:42.808787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:42.808848] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:42.812265] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-29T20:20:42.812610] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-29T20:20:42.812752] [INFO ] [sig       ] DORM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:42.953403] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DORM.txt
[2025-12-29T20:20:42.953530] [INFO ] [sig       ] [975/3546] Completed DORM in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-29T20:20:42.953567] [INFO ] [sig       ] [976/3546] Forecasting DOUG...
[2025-12-29T20:20:42.953616] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-29T20:20:42.953645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-29T20:20:42.966189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-29T20:20:42.966457] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-29T20:20:42.967241] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-29T20:20:42.967293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:42.967323] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:42.967349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:42.967406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:43.023939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:43.024527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:43.024621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:43.024656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:43.143154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:43.143289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:43.143325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:43.143354] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:43.146639] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=25.94%)
[2025-12-29T20:20:43.146904] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-29T20:20:43.147027] [INFO ] [sig       ] DOUG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:43.286406] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DOUG.txt
[2025-12-29T20:20:43.286536] [INFO ] [sig       ] [976/3546] Completed DOUG in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-29T20:20:43.286603] [INFO ] [sig       ] [977/3546] Forecasting DOX...
[2025-12-29T20:20:43.286636] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-29T20:20:43.286665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-29T20:20:43.298237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-29T20:20:43.298499] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-29T20:20:43.299298] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-29T20:20:43.299349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:43.299380] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:43.299406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:43.299463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:43.355435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:43.356050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:43.356127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:43.356159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:43.475453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:43.475601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:43.475639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:43.475667] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:43.478906] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-12-29T20:20:43.479169] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-29T20:20:43.479292] [INFO ] [sig       ] DOX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:43.619261] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DOX.txt
[2025-12-29T20:20:43.619373] [INFO ] [sig       ] [977/3546] Completed DOX in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-29T20:20:43.619411] [INFO ] [sig       ] [978/3546] Forecasting DPG...
[2025-12-29T20:20:43.619439] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-29T20:20:43.619469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-29T20:20:43.631529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-29T20:20:43.631836] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-29T20:20:43.632622] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-29T20:20:43.632685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:43.632721] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:43.632747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:43.632804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:43.701528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:43.702425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:43.702511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:43.702546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:43.833756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:43.833937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:43.833985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:43.834015] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:43.837443] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-29T20:20:43.837744] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-29T20:20:43.837909] [INFO ] [sig       ] DPG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:43.989024] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DPG.txt
[2025-12-29T20:20:43.989198] [INFO ] [sig       ] [978/3546] Completed DPG in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-29T20:20:43.989240] [INFO ] [sig       ] [979/3546] Forecasting DPRO...
[2025-12-29T20:20:43.989271] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-29T20:20:43.989301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-29T20:20:44.000402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-29T20:20:44.000780] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-29T20:20:44.001589] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-29T20:20:44.001642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:44.001674] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:44.001701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:44.001758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:44.059447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:44.060378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:44.060466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:44.060500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:44.176067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:44.176249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:44.176290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:44.176318] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:44.179721] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=70.42%)
[2025-12-29T20:20:44.180003] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-29T20:20:44.180132] [INFO ] [sig       ] DPRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:44.337748] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DPRO.txt
[2025-12-29T20:20:44.337937] [INFO ] [sig       ] [979/3546] Completed DPRO in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-29T20:20:44.337988] [INFO ] [sig       ] [980/3546] Forecasting DPZ...
[2025-12-29T20:20:44.338021] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-29T20:20:44.338063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-29T20:20:44.351520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-29T20:20:44.351916] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-29T20:20:44.352851] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-29T20:20:44.352904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:44.352938] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:44.352975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:44.353057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:44.426535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:44.427417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:44.427503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:44.427536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:44.544899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:44.545060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:44.545117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:44.545147] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:44.548547] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2025-12-29T20:20:44.548871] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-29T20:20:44.549002] [INFO ] [sig       ] DPZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:44.687871] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DPZ.txt
[2025-12-29T20:20:44.688045] [INFO ] [sig       ] [980/3546] Completed DPZ in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-29T20:20:44.688089] [INFO ] [sig       ] [981/3546] Forecasting DQ...
[2025-12-29T20:20:44.688121] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-29T20:20:44.688153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-29T20:20:44.699912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-29T20:20:44.700300] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-29T20:20:44.701208] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-29T20:20:44.701263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:44.701294] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:44.701319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:44.701377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:44.759302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:44.760177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:44.760264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:44.760297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:44.884808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:44.884966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:44.885005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:44.885032] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:44.888528] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=61.93%)
[2025-12-29T20:20:44.888892] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-29T20:20:44.889037] [INFO ] [sig       ] DQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:45.030583] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DQ.txt
[2025-12-29T20:20:45.030742] [INFO ] [sig       ] [981/3546] Completed DQ in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:45.030783] [INFO ] [sig       ] [982/3546] Forecasting DRD...
[2025-12-29T20:20:45.030813] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-29T20:20:45.030843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-29T20:20:45.042489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-29T20:20:45.042842] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-29T20:20:45.043681] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-29T20:20:45.043734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:45.043767] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:45.043794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:45.043852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:45.103456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:45.104395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:45.104501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:45.104568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:45.224140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:45.224297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:45.224337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:45.224365] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:45.227765] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-12-29T20:20:45.228043] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-29T20:20:45.228169] [INFO ] [sig       ] DRD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:45.372433] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DRD.txt
[2025-12-29T20:20:45.372613] [INFO ] [sig       ] [982/3546] Completed DRD in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:45.372655] [INFO ] [sig       ] [983/3546] Forecasting DRH...
[2025-12-29T20:20:45.372687] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-29T20:20:45.372723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-29T20:20:45.384139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-29T20:20:45.384517] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-29T20:20:45.385342] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-29T20:20:45.385394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:45.385426] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:45.385452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:45.385518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:45.442298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:45.443181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:45.443280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:45.443315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:45.561166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:45.561315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:45.561354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:45.561389] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:45.564728] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=52.04%)
[2025-12-29T20:20:45.564992] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-29T20:20:45.565116] [INFO ] [sig       ] DRH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:45.704317] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DRH.txt
[2025-12-29T20:20:45.704441] [INFO ] [sig       ] [983/3546] Completed DRH in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:45.704481] [INFO ] [sig       ] [984/3546] Forecasting DRI...
[2025-12-29T20:20:45.704510] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-29T20:20:45.704539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-29T20:20:45.715910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-29T20:20:45.716182] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-29T20:20:45.716990] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-29T20:20:45.717043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:45.717073] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:45.717109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:45.717168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:45.774328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:45.775035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:45.775114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:45.775146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:45.899239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:45.899380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:45.899418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:45.899446] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:45.902801] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-29T20:20:45.903124] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-29T20:20:45.903259] [INFO ] [sig       ] DRI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:46.047812] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DRI.txt
[2025-12-29T20:20:46.047981] [INFO ] [sig       ] [984/3546] Completed DRI in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:46.048022] [INFO ] [sig       ] [985/3546] Forecasting DRIO...
[2025-12-29T20:20:46.048050] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-29T20:20:46.048080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-29T20:20:46.065220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-29T20:20:46.065667] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-29T20:20:46.066553] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-29T20:20:46.066624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:46.066660] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:46.066691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:46.066749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:46.125429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:46.126342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:46.126425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:46.126459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:46.246032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:46.246204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:46.246245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:46.246273] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:46.249752] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2025-12-29T20:20:46.250039] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-29T20:20:46.250165] [INFO ] [sig       ] DRIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:46.390988] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DRIO.txt
[2025-12-29T20:20:46.391146] [INFO ] [sig       ] [985/3546] Completed DRIO in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:46.391186] [INFO ] [sig       ] [986/3546] Forecasting DRLL...
[2025-12-29T20:20:46.391216] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-29T20:20:46.391245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-29T20:20:46.402109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-29T20:20:46.402369] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-29T20:20:46.403165] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-29T20:20:46.403217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:46.403248] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:46.403274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:46.403333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:46.460779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:46.461397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:46.461473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:46.461504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:46.581508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:46.581649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:46.581686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:46.581713] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:46.585297] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-29T20:20:46.585565] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-29T20:20:46.585704] [INFO ] [sig       ] DRLL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:46.727458] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DRLL.txt
[2025-12-29T20:20:46.727598] [INFO ] [sig       ] [986/3546] Completed DRLL in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:46.727640] [INFO ] [sig       ] [987/3546] Forecasting DRMA...
[2025-12-29T20:20:46.727669] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-29T20:20:46.727698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-29T20:20:46.739397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-29T20:20:46.739750] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-29T20:20:46.740546] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-29T20:20:46.740618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:46.740658] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:46.740691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:46.740762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:46.801167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:46.801902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:46.801985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:46.802022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:46.923483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:46.923653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:46.923692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:46.923720] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:46.927067] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-29T20:20:46.927337] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-29T20:20:46.927476] [INFO ] [sig       ] DRMA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:47.070045] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DRMA.txt
[2025-12-29T20:20:47.070205] [INFO ] [sig       ] [987/3546] Completed DRMA in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:47.070245] [INFO ] [sig       ] [988/3546] Forecasting DRS...
[2025-12-29T20:20:47.070274] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-29T20:20:47.070319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-29T20:20:47.082045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-29T20:20:47.082368] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-29T20:20:47.083175] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-29T20:20:47.083228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:47.083260] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:47.083287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:47.083343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:47.142933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:47.143833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:47.143913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:47.143946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:47.264561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:47.264733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:47.264775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:47.264805] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:47.268368] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=18.69%)
[2025-12-29T20:20:47.268665] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-29T20:20:47.269007] [INFO ] [sig       ] DRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:47.414492] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DRS.txt
[2025-12-29T20:20:47.414670] [INFO ] [sig       ] [988/3546] Completed DRS in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:47.414716] [INFO ] [sig       ] [989/3546] Forecasting DRTS...
[2025-12-29T20:20:47.414746] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-29T20:20:47.414775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-29T20:20:47.426319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-29T20:20:47.426630] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-29T20:20:47.427410] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-29T20:20:47.427462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:47.427520] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:47.427548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:47.427631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:47.489400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:47.490410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:47.490507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:47.490541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:47.611427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:47.611599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:47.611640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:47.611669] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:47.615021] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-29T20:20:47.615292] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-29T20:20:47.615418] [INFO ] [sig       ] DRTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:47.756992] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DRTS.txt
[2025-12-29T20:20:47.757155] [INFO ] [sig       ] [989/3546] Completed DRTS in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:47.757198] [INFO ] [sig       ] [990/3546] Forecasting DRUG...
[2025-12-29T20:20:47.757226] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-29T20:20:47.757254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-29T20:20:47.768663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-29T20:20:47.769079] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-29T20:20:47.769905] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-29T20:20:47.769958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:47.769991] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:47.770017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:47.770075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:47.827453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:47.828336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:47.828421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:47.828454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:47.946742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:47.946897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:47.946938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:47.946966] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:47.950440] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=47.25%)
[2025-12-29T20:20:47.950775] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-29T20:20:47.950916] [INFO ] [sig       ] DRUG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:48.092217] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DRUG.txt
[2025-12-29T20:20:48.092371] [INFO ] [sig       ] [990/3546] Completed DRUG in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:48.092410] [INFO ] [sig       ] [991/3546] Forecasting DRVN...
[2025-12-29T20:20:48.092440] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-29T20:20:48.092470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-29T20:20:48.104159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-29T20:20:48.104538] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-29T20:20:48.105356] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-29T20:20:48.105409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:48.105441] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:48.105467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:48.105523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:48.162460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:48.163341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:48.163423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:48.163455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:48.291428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:48.291628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:48.291692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:48.291724] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:48.295356] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-29T20:20:48.295724] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-29T20:20:48.295873] [INFO ] [sig       ] DRVN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:48.439788] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DRVN.txt
[2025-12-29T20:20:48.439941] [INFO ] [sig       ] [991/3546] Completed DRVN in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:48.439980] [INFO ] [sig       ] [992/3546] Forecasting DSGN...
[2025-12-29T20:20:48.440010] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-29T20:20:48.440040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-29T20:20:48.451600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-29T20:20:48.451992] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-29T20:20:48.452850] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-29T20:20:48.452902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:48.452933] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:48.452960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:48.453018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:48.511706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:48.512544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:48.512644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:48.512678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:48.633337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:48.633491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:48.633532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:48.633632] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:48.637210] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-29T20:20:48.637520] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-29T20:20:48.637678] [INFO ] [sig       ] DSGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:48.779277] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DSGN.txt
[2025-12-29T20:20:48.779411] [INFO ] [sig       ] [992/3546] Completed DSGN in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:48.779449] [INFO ] [sig       ] [993/3546] Forecasting DSGX...
[2025-12-29T20:20:48.779479] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-29T20:20:48.779508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-29T20:20:48.790819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-29T20:20:48.791133] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-29T20:20:48.791931] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-29T20:20:48.791984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:48.792015] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:48.792042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:48.792107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:48.849082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:48.849817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:48.849904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:48.849935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:48.970869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:48.971056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:48.971103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:48.971132] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:48.974601] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-29T20:20:48.974873] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-29T20:20:48.974997] [INFO ] [sig       ] DSGX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:49.115297] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DSGX.txt
[2025-12-29T20:20:49.115479] [INFO ] [sig       ] [993/3546] Completed DSGX in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-29T20:20:49.115519] [INFO ] [sig       ] [994/3546] Forecasting DSL...
[2025-12-29T20:20:49.115547] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-29T20:20:49.115596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-29T20:20:49.129525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-29T20:20:49.129901] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-29T20:20:49.130860] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-29T20:20:49.130921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:49.130958] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:49.130990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:49.131067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:49.192031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:49.192759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:49.192841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:49.192874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:49.313140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:49.313294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:49.313334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:49.313365] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:49.316756] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-29T20:20:49.317033] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-29T20:20:49.317162] [INFO ] [sig       ] DSL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:49.462302] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DSL.txt
[2025-12-29T20:20:49.462463] [INFO ] [sig       ] [994/3546] Completed DSL in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-29T20:20:49.462503] [INFO ] [sig       ] [995/3546] Forecasting DSM...
[2025-12-29T20:20:49.462534] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-29T20:20:49.462564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-29T20:20:49.475271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-29T20:20:49.475659] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-29T20:20:49.476469] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-29T20:20:49.476523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:49.476555] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:49.476602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:49.476675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:49.538261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:49.539823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:49.540003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:49.540037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:49.659124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:49.659285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:49.659328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:49.659356] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:49.662789] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-29T20:20:49.663094] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-29T20:20:49.663230] [INFO ] [sig       ] DSM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:49.805265] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DSM.txt
[2025-12-29T20:20:49.805453] [INFO ] [sig       ] [995/3546] Completed DSM in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-29T20:20:49.805505] [INFO ] [sig       ] [996/3546] Forecasting DSP...
[2025-12-29T20:20:49.805542] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-29T20:20:49.805601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-29T20:20:49.817414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-29T20:20:49.817722] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-29T20:20:49.818512] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-29T20:20:49.818565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:49.818630] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:49.818667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:49.818729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:49.877099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:49.877978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:49.878063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:49.878097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:50.002834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:50.003001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:50.003043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:50.003071] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:50.006754] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-29T20:20:50.007276] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-29T20:20:50.007424] [INFO ] [sig       ] DSP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:50.155826] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DSP.txt
[2025-12-29T20:20:50.155979] [INFO ] [sig       ] [996/3546] Completed DSP in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-29T20:20:50.156018] [INFO ] [sig       ] [997/3546] Forecasting DSX...
[2025-12-29T20:20:50.156048] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-29T20:20:50.156078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-29T20:20:50.167569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-29T20:20:50.167861] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-29T20:20:50.168878] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-29T20:20:50.168941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:50.168974] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:50.169001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:50.169058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:50.228795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:50.229667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:50.229753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:50.229789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:50.350192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:50.350346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:50.350388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:50.350418] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:50.353831] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-29T20:20:50.354106] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-29T20:20:50.354233] [INFO ] [sig       ] DSX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:50.516918] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DSX.txt
[2025-12-29T20:20:50.517117] [INFO ] [sig       ] [997/3546] Completed DSX in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-29T20:20:50.517177] [INFO ] [sig       ] [998/3546] Forecasting DTB...
[2025-12-29T20:20:50.517222] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-29T20:20:50.517269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-29T20:20:50.529744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-29T20:20:50.530108] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-29T20:20:50.530914] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-29T20:20:50.530966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:50.530997] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:50.531024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:50.531081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:50.587907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:50.588839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:50.588938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:50.588971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:50.707017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:50.707191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:50.707232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:50.707259] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:50.710833] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=48.16%)
[2025-12-29T20:20:50.711135] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-29T20:20:50.711269] [INFO ] [sig       ] DTB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:50.855258] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DTB.txt
[2025-12-29T20:20:50.855423] [INFO ] [sig       ] [998/3546] Completed DTB in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:50.855471] [INFO ] [sig       ] [999/3546] Forecasting DTE...
[2025-12-29T20:20:50.855502] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-29T20:20:50.855531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-29T20:20:50.868142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-29T20:20:50.868485] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-29T20:20:50.869464] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-29T20:20:50.869515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:50.869545] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:50.869597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:50.869659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:50.930220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:50.931140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:50.931227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:50.931297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:51.051945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:51.052112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:51.052153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:51.052181] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:51.055818] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-29T20:20:51.056258] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-29T20:20:51.056421] [INFO ] [sig       ] DTE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:51.206782] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DTE.txt
[2025-12-29T20:20:51.207005] [INFO ] [sig       ] [999/3546] Completed DTE in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:51.207075] [INFO ] [sig       ] [1000/3546] Forecasting DTG...
[2025-12-29T20:20:51.207128] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-29T20:20:51.207180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-29T20:20:51.223018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-29T20:20:51.223511] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-29T20:20:51.224682] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-29T20:20:51.224752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:51.224798] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:51.224835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:51.224916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:51.293159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:51.294399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:51.294514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:51.294566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:51.458388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:51.458622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:51.458701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:51.458754] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:51.464915] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-12-29T20:20:51.465410] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-29T20:20:51.465652] [INFO ] [sig       ] DTG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:51.686360] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DTG.txt
[2025-12-29T20:20:51.686618] [INFO ] [sig       ] [1000/3546] Completed DTG in 0.5s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:51.686686] [INFO ] [sig       ] [1001/3546] Forecasting DTIL...
[2025-12-29T20:20:51.686729] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-29T20:20:51.686767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-29T20:20:51.705220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-29T20:20:51.705777] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-29T20:20:51.706939] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-29T20:20:51.707001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:51.707038] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:51.707069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:51.707145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:51.773174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:51.774177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:51.774286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:51.774332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:51.942070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:51.942240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:51.942286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:51.942315] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:51.946436] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-29T20:20:51.946883] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-29T20:20:51.947065] [INFO ] [sig       ] DTIL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:52.141011] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DTIL.txt
[2025-12-29T20:20:52.141216] [INFO ] [sig       ] [1001/3546] Completed DTIL in 0.5s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:52.141259] [INFO ] [sig       ] [1002/3546] Forecasting DTM...
[2025-12-29T20:20:52.141290] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-29T20:20:52.141319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-29T20:20:52.158967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-29T20:20:52.159472] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-29T20:20:52.160721] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-29T20:20:52.160796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:52.160847] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:52.160896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:52.160993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:52.248194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:52.249441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:52.249559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:52.249630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:52.398565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:52.398737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:52.398806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:52.398839] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:52.402446] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=60.82%)
[2025-12-29T20:20:52.402773] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-29T20:20:52.402929] [INFO ] [sig       ] DTM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:52.549615] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DTM.txt
[2025-12-29T20:20:52.549810] [INFO ] [sig       ] [1002/3546] Completed DTM in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:52.549852] [INFO ] [sig       ] [1003/3546] Forecasting DUK...
[2025-12-29T20:20:52.549883] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-29T20:20:52.549914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-29T20:20:52.562341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-29T20:20:52.562759] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-29T20:20:52.563660] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-29T20:20:52.563716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:52.563753] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:52.563794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:52.563877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:52.627792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:52.628886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:52.628989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:52.629024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:52.748459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:52.748640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:52.748681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:52.748711] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:52.752126] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-29T20:20:52.752427] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-29T20:20:52.752564] [INFO ] [sig       ] DUK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:52.896754] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DUK.txt
[2025-12-29T20:20:52.896908] [INFO ] [sig       ] [1003/3546] Completed DUK in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:52.896947] [INFO ] [sig       ] [1004/3546] Forecasting DUKB...
[2025-12-29T20:20:52.896977] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-29T20:20:52.897009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-29T20:20:52.908303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-29T20:20:52.908712] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-29T20:20:52.909554] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-29T20:20:52.909625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:52.909657] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:52.909684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:52.909742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:52.966102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:52.967217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:52.967301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:52.967338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:53.090171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:53.090336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:53.090406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:53.090442] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:53.093824] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-12-29T20:20:53.094099] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-29T20:20:53.094228] [INFO ] [sig       ] DUKB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:53.233290] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DUKB.txt
[2025-12-29T20:20:53.233430] [INFO ] [sig       ] [1004/3546] Completed DUKB in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:53.233468] [INFO ] [sig       ] [1005/3546] Forecasting DUOL...
[2025-12-29T20:20:53.233499] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-29T20:20:53.233527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-29T20:20:53.244853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-29T20:20:53.245163] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-29T20:20:53.245968] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-29T20:20:53.246019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:53.246051] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:53.246078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:53.246134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:53.302204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:53.303007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:53.303089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:53.303121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:53.422386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:53.422538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:53.422595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:53.422630] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:53.426032] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-29T20:20:53.426333] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-29T20:20:53.426465] [INFO ] [sig       ] DUOL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:53.567735] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DUOL.txt
[2025-12-29T20:20:53.567880] [INFO ] [sig       ] [1005/3546] Completed DUOL in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:53.567920] [INFO ] [sig       ] [1006/3546] Forecasting DVA...
[2025-12-29T20:20:53.567949] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-29T20:20:53.567977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-29T20:20:53.580391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-29T20:20:53.580746] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-29T20:20:53.581585] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-29T20:20:53.581638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:53.581694] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:53.581722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:53.581780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:53.640092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:53.640938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:53.641036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:53.641069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:53.759558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:53.759739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:53.759779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:53.759807] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:53.763117] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-29T20:20:53.763388] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-29T20:20:53.763513] [INFO ] [sig       ] DVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:53.903120] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DVA.txt
[2025-12-29T20:20:53.903266] [INFO ] [sig       ] [1006/3546] Completed DVA in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:53.903305] [INFO ] [sig       ] [1007/3546] Forecasting DVAX...
[2025-12-29T20:20:53.903333] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-29T20:20:53.903362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-29T20:20:53.914962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-29T20:20:53.915313] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-29T20:20:53.916111] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-29T20:20:53.916163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:53.916194] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:53.916219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:53.916277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:53.972127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:53.972893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:53.972972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:53.973005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:54.099029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:54.099190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:54.099237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:54.099267] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:54.102896] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2025-12-29T20:20:54.103187] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-29T20:20:54.103322] [INFO ] [sig       ] DVAX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:54.256487] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DVAX.txt
[2025-12-29T20:20:54.256659] [INFO ] [sig       ] [1007/3546] Completed DVAX in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:54.256702] [INFO ] [sig       ] [1008/3546] Forecasting DVN...
[2025-12-29T20:20:54.256734] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-29T20:20:54.256767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-29T20:20:54.269319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-29T20:20:54.269667] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-29T20:20:54.270495] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-29T20:20:54.270548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:54.270612] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:54.270645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:54.270706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:54.332997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:54.333897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:54.333997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:54.334045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:54.467928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:54.468101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:54.468147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:54.468176] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:54.471735] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-29T20:20:54.472060] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-29T20:20:54.472194] [INFO ] [sig       ] DVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:54.626106] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DVN.txt
[2025-12-29T20:20:54.626249] [INFO ] [sig       ] [1008/3546] Completed DVN in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:54.626289] [INFO ] [sig       ] [1009/3546] Forecasting DWAS...
[2025-12-29T20:20:54.626320] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-29T20:20:54.626352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-29T20:20:54.639986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-29T20:20:54.640317] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-29T20:20:54.641248] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-29T20:20:54.641308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:54.641341] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:54.641368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:54.641426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:54.705155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:54.705930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:54.706017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:54.706051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:54.833133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:54.833296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:54.833339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:54.833405] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:54.837091] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=22.52%)
[2025-12-29T20:20:54.837444] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-29T20:20:54.837605] [INFO ] [sig       ] DWAS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:54.989768] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DWAS.txt
[2025-12-29T20:20:54.989934] [INFO ] [sig       ] [1009/3546] Completed DWAS in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-29T20:20:54.989976] [INFO ] [sig       ] [1010/3546] Forecasting DWSH...
[2025-12-29T20:20:54.990005] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-29T20:20:54.990033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-29T20:20:55.001986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-29T20:20:55.002373] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-29T20:20:55.003202] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-29T20:20:55.003256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:55.003287] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:55.003313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:55.003370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:55.064278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:55.065156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:55.065241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:55.065273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:55.176070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:55.176227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:55.176272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:55.176301] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:55.179897] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-29T20:20:55.180216] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-29T20:20:55.180356] [INFO ] [sig       ] DWSH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:55.323861] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DWSH.txt
[2025-12-29T20:20:55.324024] [INFO ] [sig       ] [1010/3546] Completed DWSH in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-29T20:20:55.324066] [INFO ] [sig       ] [1011/3546] Forecasting DX...
[2025-12-29T20:20:55.324097] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-29T20:20:55.324128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-29T20:20:55.336300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-29T20:20:55.336672] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-29T20:20:55.337445] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-29T20:20:55.337497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:55.337528] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:55.337554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:55.337631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:55.397113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:55.397975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:55.398058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:55.398090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:55.519248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:55.519402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:55.519442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:55.519473] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:55.522873] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-29T20:20:55.523339] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-29T20:20:55.523466] [INFO ] [sig       ] DX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:55.668871] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DX.txt
[2025-12-29T20:20:55.669050] [INFO ] [sig       ] [1011/3546] Completed DX in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-29T20:20:55.669094] [INFO ] [sig       ] [1012/3546] Forecasting DXC...
[2025-12-29T20:20:55.669139] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-29T20:20:55.669182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-29T20:20:55.681230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-29T20:20:55.681630] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-29T20:20:55.682438] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-29T20:20:55.682490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:55.682522] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:55.682548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:55.682633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:55.739798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:55.740656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:55.740741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:55.740774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:55.863744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:55.863900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:55.863938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:55.863967] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:55.867429] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-29T20:20:55.867802] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-29T20:20:55.867944] [INFO ] [sig       ] DXC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:56.016055] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/DXC.txt
[2025-12-29T20:20:56.016228] [INFO ] [sig       ] [1012/3546] Completed DXC in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-29T20:20:56.016270] [INFO ] [sig       ] [1013/3546] Forecasting DXCM...
[2025-12-29T20:20:56.016301] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-29T20:20:56.016331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-29T20:20:56.033964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-29T20:20:56.034479] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-29T20:20:56.035737] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-29T20:20:56.035810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:56.035861] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:56.035908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:56.035999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:56.104740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:56.105722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:56.105811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:56.105844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:56.233920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:56.234102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:56.234150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:56.234184] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:56.238391] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=71.70%)
[2025-12-29T20:20:56.238733] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-29T20:20:56.238905] [INFO ] [sig       ] DXCM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:56.381858] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DXCM.txt
[2025-12-29T20:20:56.382030] [INFO ] [sig       ] [1013/3546] Completed DXCM in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-29T20:20:56.382071] [INFO ] [sig       ] [1014/3546] Forecasting DXPE...
[2025-12-29T20:20:56.382102] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-29T20:20:56.382132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-29T20:20:56.394461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-29T20:20:56.394857] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-29T20:20:56.395690] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-29T20:20:56.395743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:56.395774] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:56.395800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:56.395857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:56.453903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:56.454835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:56.454925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:56.454960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:56.577641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:56.577846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:56.577888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:56.577917] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:56.581484] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=65.43%)
[2025-12-29T20:20:56.581805] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-29T20:20:56.581944] [INFO ] [sig       ] DXPE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:56.723058] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DXPE.txt
[2025-12-29T20:20:56.723220] [INFO ] [sig       ] [1014/3546] Completed DXPE in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-29T20:20:56.723262] [INFO ] [sig       ] [1015/3546] Forecasting DY...
[2025-12-29T20:20:56.723291] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-29T20:20:56.723319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-29T20:20:56.735764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-29T20:20:56.736115] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-29T20:20:56.736916] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-29T20:20:56.736967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:56.736998] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:56.737025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:56.737082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:56.793765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:56.794654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:56.794738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:56.794770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:56.914718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:56.914881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:56.914928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:56.914963] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:56.918689] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-29T20:20:56.918972] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-29T20:20:56.919274] [INFO ] [sig       ] DY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:57.058031] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DY.txt
[2025-12-29T20:20:57.058170] [INFO ] [sig       ] [1015/3546] Completed DY in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-29T20:20:57.058209] [INFO ] [sig       ] [1016/3546] Forecasting DYN...
[2025-12-29T20:20:57.058239] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-29T20:20:57.058269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-29T20:20:57.070251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-29T20:20:57.070564] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-29T20:20:57.071363] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-29T20:20:57.071414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:57.071445] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:57.071473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:57.071531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:57.128730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:57.129656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:57.129771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:57.129805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:57.254821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:57.255000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:57.255042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:57.255070] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:57.258641] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-29T20:20:57.258970] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-29T20:20:57.259108] [INFO ] [sig       ] DYN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:57.408290] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/DYN.txt
[2025-12-29T20:20:57.408446] [INFO ] [sig       ] [1016/3546] Completed DYN in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-29T20:20:57.408487] [INFO ] [sig       ] [1017/3546] Forecasting E...
[2025-12-29T20:20:57.408517] [INFO ] [sig       ] Generating forecast for: E
[2025-12-29T20:20:57.408547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-29T20:20:57.420344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-29T20:20:57.420648] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-29T20:20:57.421425] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-29T20:20:57.421477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:57.421508] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:57.421534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:57.421610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:57.478919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:57.479788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:57.479874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:57.479912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:57.622365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:57.622549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:57.622610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:57.622641] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:57.626170] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-29T20:20:57.626465] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-29T20:20:57.626618] [INFO ] [sig       ] E: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:57.777630] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/E.txt
[2025-12-29T20:20:57.777801] [INFO ] [sig       ] [1017/3546] Completed E in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-29T20:20:57.777840] [INFO ] [sig       ] [1018/3546] Forecasting EA...
[2025-12-29T20:20:57.777871] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-29T20:20:57.777899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-29T20:20:57.790837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-29T20:20:57.791187] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-29T20:20:57.792184] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-29T20:20:57.792248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:57.792290] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:57.792329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:57.792390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:57.854975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:57.855864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:57.855952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:57.855986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:57.988725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:57.988909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:57.988950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:57.988978] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:57.992785] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-29T20:20:57.993113] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-29T20:20:57.993285] [INFO ] [sig       ] EA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:58.156193] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EA.txt
[2025-12-29T20:20:58.156362] [INFO ] [sig       ] [1018/3546] Completed EA in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:20:58.156408] [INFO ] [sig       ] [1019/3546] Forecasting EAF...
[2025-12-29T20:20:58.156452] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-29T20:20:58.156487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-29T20:20:58.169359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-29T20:20:58.169796] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-29T20:20:58.170670] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-29T20:20:58.170725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:58.170758] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:58.170785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:58.170845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:58.231307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:58.232261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:58.232365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:58.232404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:58.353658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:58.353821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:58.353862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:58.353891] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:58.357279] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-29T20:20:58.357559] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-29T20:20:58.357708] [INFO ] [sig       ] EAF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:58.500479] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EAF.txt
[2025-12-29T20:20:58.500701] [INFO ] [sig       ] [1019/3546] Completed EAF in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:20:58.500745] [INFO ] [sig       ] [1020/3546] Forecasting EAI...
[2025-12-29T20:20:58.500775] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-29T20:20:58.500805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-29T20:20:58.513465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-29T20:20:58.513915] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-29T20:20:58.514767] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-29T20:20:58.514820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:58.514853] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:58.514880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:58.514938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:58.571343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:58.572267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:58.572351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:58.572384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:58.688652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:58.688839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:58.688879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:58.688907] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:58.692786] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-29T20:20:58.693104] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-29T20:20:58.693241] [INFO ] [sig       ] EAI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:58.840069] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EAI.txt
[2025-12-29T20:20:58.840415] [INFO ] [sig       ] [1020/3546] Completed EAI in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:20:58.840456] [INFO ] [sig       ] [1021/3546] Forecasting EARN...
[2025-12-29T20:20:58.840484] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-29T20:20:58.840514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-29T20:20:58.853789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-29T20:20:58.854076] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-29T20:20:58.854876] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-29T20:20:58.854927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:58.854968] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:58.855001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:58.855058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:58.913673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:58.914521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:58.914622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:58.914657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:59.035354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:59.035512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:59.035550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:59.035595] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:59.038940] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=57.07%)
[2025-12-29T20:20:59.039204] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-29T20:20:59.039327] [INFO ] [sig       ] EARN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:59.178812] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EARN.txt
[2025-12-29T20:20:59.178960] [INFO ] [sig       ] [1021/3546] Completed EARN in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:20:59.179003] [INFO ] [sig       ] [1022/3546] Forecasting EB...
[2025-12-29T20:20:59.179034] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-29T20:20:59.179063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-29T20:20:59.190471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-29T20:20:59.190782] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-29T20:20:59.191544] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-29T20:20:59.191622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:59.191655] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:59.191682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:59.191739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:59.248451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:59.249181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:59.249259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:59.249291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:59.370361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:59.370516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:59.370555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:59.370601] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:59.373922] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-29T20:20:59.374191] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-29T20:20:59.374318] [INFO ] [sig       ] EB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:20:59.516994] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EB.txt
[2025-12-29T20:20:59.517148] [INFO ] [sig       ] [1022/3546] Completed EB in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:20:59.517189] [INFO ] [sig       ] [1023/3546] Forecasting EBAY...
[2025-12-29T20:20:59.517218] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-29T20:20:59.517247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-29T20:20:59.529459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-29T20:20:59.529825] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-29T20:20:59.530640] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-29T20:20:59.530694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:59.530777] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:59.530808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:59.530868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:59.589062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:59.589860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:59.589940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:59.589972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:20:59.711232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:20:59.711389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:20:59.711430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:20:59.711458] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:20:59.714880] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-29T20:20:59.715158] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-29T20:20:59.715284] [INFO ] [sig       ] EBAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:20:59.855615] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EBAY.txt
[2025-12-29T20:20:59.855751] [INFO ] [sig       ] [1023/3546] Completed EBAY in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:20:59.855789] [INFO ] [sig       ] [1024/3546] Forecasting EBC...
[2025-12-29T20:20:59.855820] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-29T20:20:59.855849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-29T20:20:59.870166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-29T20:20:59.870463] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-29T20:20:59.871268] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-29T20:20:59.871321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:20:59.871352] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:20:59.871379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:20:59.871436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:20:59.931179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:20:59.932013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:20:59.932095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:20:59.932128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:00.055306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:00.055465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:00.055506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:00.055536] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:00.059089] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-29T20:21:00.059369] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-29T20:21:00.059497] [INFO ] [sig       ] EBC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:00.201046] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EBC.txt
[2025-12-29T20:21:00.201200] [INFO ] [sig       ] [1024/3546] Completed EBC in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:21:00.201247] [INFO ] [sig       ] [1025/3546] Forecasting EBF...
[2025-12-29T20:21:00.201279] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-29T20:21:00.201311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-29T20:21:00.213341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-29T20:21:00.213687] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-29T20:21:00.214492] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-29T20:21:00.214546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:00.214598] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:00.214629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:00.214688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:00.273294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:00.274155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:00.274239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:00.274272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:00.396283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:00.396445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:00.396485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:00.396514] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:00.400078] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-12-29T20:21:00.400363] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-29T20:21:00.400491] [INFO ] [sig       ] EBF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:00.546982] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EBF.txt
[2025-12-29T20:21:00.547151] [INFO ] [sig       ] [1025/3546] Completed EBF in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:21:00.547202] [INFO ] [sig       ] [1026/3546] Forecasting EBON...
[2025-12-29T20:21:00.547234] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-29T20:21:00.547266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-29T20:21:00.559130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-29T20:21:00.559472] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-29T20:21:00.560317] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-29T20:21:00.560371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:00.560402] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:00.560429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:00.560487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:00.618876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:00.619735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:00.619848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:00.619885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:00.720562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:00.720741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:00.720781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:00.720855] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:00.724762] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-29T20:21:00.725050] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-29T20:21:00.725177] [INFO ] [sig       ] EBON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:00.862843] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EBON.txt
[2025-12-29T20:21:00.862999] [INFO ] [sig       ] [1026/3546] Completed EBON in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:21:00.863040] [INFO ] [sig       ] [1027/3546] Forecasting EBS...
[2025-12-29T20:21:00.863069] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-29T20:21:00.863099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-29T20:21:00.874243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-29T20:21:00.874564] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-29T20:21:00.875358] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-29T20:21:00.875411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:00.875443] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:00.875469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:00.875527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:00.932822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:00.933727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:00.933811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:00.933846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:01.056382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:01.056540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:01.056599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:01.056631] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:01.060062] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=67.70%)
[2025-12-29T20:21:01.060343] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-29T20:21:01.060473] [INFO ] [sig       ] EBS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:01.204352] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EBS.txt
[2025-12-29T20:21:01.204516] [INFO ] [sig       ] [1027/3546] Completed EBS in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-29T20:21:01.204556] [INFO ] [sig       ] [1028/3546] Forecasting EC...
[2025-12-29T20:21:01.204607] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-29T20:21:01.204640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-29T20:21:01.216394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-29T20:21:01.216795] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-29T20:21:01.217601] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-29T20:21:01.217654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:01.217684] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:01.217710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:01.217768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:01.275497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:01.276363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:01.276450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:01.276484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:01.399762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:01.399926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:01.399967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:01.400018] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:01.403507] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-12-29T20:21:01.403857] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-29T20:21:01.403997] [INFO ] [sig       ] EC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:01.556722] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EC.txt
[2025-12-29T20:21:01.556881] [INFO ] [sig       ] [1028/3546] Completed EC in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-29T20:21:01.556921] [INFO ] [sig       ] [1029/3546] Forecasting ECC...
[2025-12-29T20:21:01.556949] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-29T20:21:01.556980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-29T20:21:01.568638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-29T20:21:01.568931] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-29T20:21:01.569722] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-29T20:21:01.569774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:01.569804] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:01.569830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:01.569886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:01.626146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:01.626786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:01.626864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:01.626896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:01.741991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:01.742146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:01.742186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:01.742215] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:01.746380] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-29T20:21:01.746796] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-29T20:21:01.746967] [INFO ] [sig       ] ECC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:01.893012] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ECC.txt
[2025-12-29T20:21:01.893199] [INFO ] [sig       ] [1029/3546] Completed ECC in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-29T20:21:01.893241] [INFO ] [sig       ] [1030/3546] Forecasting ECL...
[2025-12-29T20:21:01.893271] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-29T20:21:01.893300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-29T20:21:01.905988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-29T20:21:01.906376] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-29T20:21:01.907315] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-29T20:21:01.907371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:01.907403] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:01.907430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:01.907488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:01.966614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:01.967540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:01.967666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:01.967718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:02.086131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:02.086294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:02.086334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:02.086362] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:02.089881] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-12-29T20:21:02.090187] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-29T20:21:02.090318] [INFO ] [sig       ] ECL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:02.230927] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ECL.txt
[2025-12-29T20:21:02.231050] [INFO ] [sig       ] [1030/3546] Completed ECL in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-29T20:21:02.231089] [INFO ] [sig       ] [1031/3546] Forecasting ECPG...
[2025-12-29T20:21:02.231118] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-29T20:21:02.231147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-29T20:21:02.242706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-29T20:21:02.243037] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-29T20:21:02.244100] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-29T20:21:02.244153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:02.244184] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:02.244210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:02.244272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:02.303018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:02.303720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:02.303799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:02.303831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:02.419166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:02.419319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:02.419358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:02.419387] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:02.422741] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-29T20:21:02.423008] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-29T20:21:02.423130] [INFO ] [sig       ] ECPG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:02.564248] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ECPG.txt
[2025-12-29T20:21:02.564409] [INFO ] [sig       ] [1031/3546] Completed ECPG in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-29T20:21:02.564451] [INFO ] [sig       ] [1032/3546] Forecasting ECX...
[2025-12-29T20:21:02.564482] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-29T20:21:02.564513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-29T20:21:02.575853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-29T20:21:02.576201] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-29T20:21:02.577034] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-29T20:21:02.577089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:02.577121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:02.577149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:02.577232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:02.634403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:02.635334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:02.635421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:02.635456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:02.758670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:02.758842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:02.758883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:02.758913] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:02.762337] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-29T20:21:02.762659] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-29T20:21:02.762825] [INFO ] [sig       ] ECX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:02.905111] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ECX.txt
[2025-12-29T20:21:02.905264] [INFO ] [sig       ] [1032/3546] Completed ECX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-29T20:21:02.905303] [INFO ] [sig       ] [1033/3546] Forecasting ED...
[2025-12-29T20:21:02.905333] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-29T20:21:02.905363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-29T20:21:02.917364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-29T20:21:02.917751] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-29T20:21:02.918608] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-29T20:21:02.918663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:02.918695] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:02.918723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:02.918806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:02.975835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:02.976680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:02.976794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:02.976828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:03.099522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:03.099703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:03.099744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:03.099774] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:03.103211] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-29T20:21:03.103526] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-29T20:21:03.103697] [INFO ] [sig       ] ED: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:03.245199] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ED.txt
[2025-12-29T20:21:03.245358] [INFO ] [sig       ] [1033/3546] Completed ED in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-29T20:21:03.245397] [INFO ] [sig       ] [1034/3546] Forecasting EDAP...
[2025-12-29T20:21:03.245426] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-29T20:21:03.245456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-29T20:21:03.260447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-29T20:21:03.260833] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-29T20:21:03.261659] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-29T20:21:03.261723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:03.261755] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:03.261782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:03.261841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:03.320613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:03.321492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:03.321594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:03.321630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:03.434239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:03.434396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:03.434435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:03.434463] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:03.437790] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2025-12-29T20:21:03.438063] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-29T20:21:03.438190] [INFO ] [sig       ] EDAP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:03.581554] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EDAP.txt
[2025-12-29T20:21:03.581732] [INFO ] [sig       ] [1034/3546] Completed EDAP in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:03.581771] [INFO ] [sig       ] [1035/3546] Forecasting EDD...
[2025-12-29T20:21:03.581802] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-29T20:21:03.581831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-29T20:21:03.593027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-29T20:21:03.593351] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-29T20:21:03.594169] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-29T20:21:03.594221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:03.594253] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:03.594279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:03.594336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:03.651534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:03.652417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:03.652499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:03.652530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:03.774318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:03.774476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:03.774514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:03.774542] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:03.777861] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2025-12-29T20:21:03.778132] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-29T20:21:03.778257] [INFO ] [sig       ] EDD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:03.929453] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EDD.txt
[2025-12-29T20:21:03.929632] [INFO ] [sig       ] [1035/3546] Completed EDD in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:03.929675] [INFO ] [sig       ] [1036/3546] Forecasting EDF...
[2025-12-29T20:21:03.929705] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-29T20:21:03.929734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-29T20:21:03.942259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-29T20:21:03.942673] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-29T20:21:03.943512] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-29T20:21:03.943566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:03.943636] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:03.943664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:03.943723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:04.003629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:04.004740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:04.004831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:04.004866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:04.120614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:04.120776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:04.120814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:04.120843] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:04.124385] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-12-29T20:21:04.124783] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-29T20:21:04.124936] [INFO ] [sig       ] EDF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:04.271201] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EDF.txt
[2025-12-29T20:21:04.271550] [INFO ] [sig       ] [1036/3546] Completed EDF in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:04.271624] [INFO ] [sig       ] [1037/3546] Forecasting EDN...
[2025-12-29T20:21:04.271668] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-29T20:21:04.271709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-29T20:21:04.284064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-29T20:21:04.284362] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-29T20:21:04.285198] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-29T20:21:04.285253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:04.285286] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:04.285314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:04.285377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:04.343442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:04.344073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:04.344150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:04.344183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:04.467000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:04.467151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:04.467203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:04.467237] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:04.471226] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=28.03%)
[2025-12-29T20:21:04.471724] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-29T20:21:04.471860] [INFO ] [sig       ] EDN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:04.634065] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EDN.txt
[2025-12-29T20:21:04.634246] [INFO ] [sig       ] [1037/3546] Completed EDN in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:04.634297] [INFO ] [sig       ] [1038/3546] Forecasting EE...
[2025-12-29T20:21:04.634334] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-29T20:21:04.634373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-29T20:21:04.648568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-29T20:21:04.648990] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-29T20:21:04.650007] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-29T20:21:04.650071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:04.650111] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:04.650148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:04.650228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:04.714300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:04.714945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:04.715025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:04.715057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:04.831426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:04.831537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:04.831589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:04.831619] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:04.834766] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-29T20:21:04.835031] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-29T20:21:04.835152] [INFO ] [sig       ] EE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:04.974671] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EE.txt
[2025-12-29T20:21:04.974798] [INFO ] [sig       ] [1038/3546] Completed EE in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:04.974837] [INFO ] [sig       ] [1039/3546] Forecasting EEMA...
[2025-12-29T20:21:04.974865] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-29T20:21:04.974894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-29T20:21:04.985883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-29T20:21:04.986168] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-29T20:21:04.986985] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-29T20:21:04.987037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:04.987071] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:04.987098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:04.987157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:05.046413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:05.047036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:05.047116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:05.047149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:05.167205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:05.167326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:05.167364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:05.167394] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:05.170726] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=57.76%)
[2025-12-29T20:21:05.171018] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-29T20:21:05.171145] [INFO ] [sig       ] EEMA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:05.313493] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EEMA.txt
[2025-12-29T20:21:05.313635] [INFO ] [sig       ] [1039/3546] Completed EEMA in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:05.313677] [INFO ] [sig       ] [1040/3546] Forecasting EEX...
[2025-12-29T20:21:05.313708] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-29T20:21:05.313738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-29T20:21:05.329861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-29T20:21:05.330160] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-29T20:21:05.331004] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-29T20:21:05.331057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:05.331114] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:05.331144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:05.331204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:05.391534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:05.392285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:05.392366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:05.392399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:05.511136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:05.511278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:05.511317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:05.511345] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:05.514681] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-12-29T20:21:05.514952] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-29T20:21:05.515079] [INFO ] [sig       ] EEX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:05.659898] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EEX.txt
[2025-12-29T20:21:05.660052] [INFO ] [sig       ] [1040/3546] Completed EEX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:05.660093] [INFO ] [sig       ] [1041/3546] Forecasting EFC...
[2025-12-29T20:21:05.660122] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-29T20:21:05.660152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-29T20:21:05.672052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-29T20:21:05.672606] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-29T20:21:05.673628] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-29T20:21:05.673685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:05.673716] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:05.673743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:05.673801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:05.733703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:05.734554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:05.734658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:05.734690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:05.853883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:05.854039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:05.854123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:05.854154] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:05.857491] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-29T20:21:05.857791] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-29T20:21:05.857920] [INFO ] [sig       ] EFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:05.999508] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EFC.txt
[2025-12-29T20:21:05.999659] [INFO ] [sig       ] [1041/3546] Completed EFC in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:05.999702] [INFO ] [sig       ] [1042/3546] Forecasting EFSC...
[2025-12-29T20:21:05.999730] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-29T20:21:05.999759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-29T20:21:06.012411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-29T20:21:06.012807] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-29T20:21:06.013822] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-29T20:21:06.013875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:06.013906] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:06.013932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:06.013989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:06.077981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:06.078888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:06.078972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:06.079004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:06.198749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:06.198929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:06.198967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:06.198996] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:06.202707] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-29T20:21:06.202974] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-29T20:21:06.203096] [INFO ] [sig       ] EFSC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:06.342879] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EFSC.txt
[2025-12-29T20:21:06.343002] [INFO ] [sig       ] [1042/3546] Completed EFSC in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:06.343041] [INFO ] [sig       ] [1043/3546] Forecasting EFX...
[2025-12-29T20:21:06.343068] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-29T20:21:06.343098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-29T20:21:06.354068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-29T20:21:06.354354] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-29T20:21:06.355167] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-29T20:21:06.355220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:06.355252] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:06.355279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:06.355338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:06.412279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:06.413125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:06.413206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:06.413238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:06.532463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:06.532632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:06.532671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:06.532731] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:06.536039] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-12-29T20:21:06.536306] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-29T20:21:06.536428] [INFO ] [sig       ] EFX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:06.676230] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EFX.txt
[2025-12-29T20:21:06.676354] [INFO ] [sig       ] [1043/3546] Completed EFX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:06.676393] [INFO ] [sig       ] [1044/3546] Forecasting EG...
[2025-12-29T20:21:06.676422] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-29T20:21:06.676452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-29T20:21:06.687515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-29T20:21:06.687832] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-29T20:21:06.688632] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-29T20:21:06.688684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:06.688717] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:06.688745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:06.688827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:06.746010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:06.746677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:06.746761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:06.746793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:06.863154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:06.863289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:06.863326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:06.863354] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:06.866765] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-29T20:21:06.867035] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-29T20:21:06.867160] [INFO ] [sig       ] EG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:07.008186] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EG.txt
[2025-12-29T20:21:07.008316] [INFO ] [sig       ] [1044/3546] Completed EG in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-29T20:21:07.008356] [INFO ] [sig       ] [1045/3546] Forecasting EGAN...
[2025-12-29T20:21:07.008385] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-29T20:21:07.008414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-29T20:21:07.215925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-29T20:21:07.216236] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-29T20:21:07.217039] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-29T20:21:07.217091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:07.217135] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:07.217165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:07.217225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:07.275190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:07.276062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:07.276184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:07.276217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:07.393343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:07.393488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:07.393527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:07.393555] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:07.396870] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-29T20:21:07.397135] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-29T20:21:07.397259] [INFO ] [sig       ] EGAN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:07.536818] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EGAN.txt
[2025-12-29T20:21:07.536962] [INFO ] [sig       ] [1045/3546] Completed EGAN in 0.5s | 2.88 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-29T20:21:07.537002] [INFO ] [sig       ] [1046/3546] Forecasting EGBN...
[2025-12-29T20:21:07.537031] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-29T20:21:07.537062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-29T20:21:07.549320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-29T20:21:07.549871] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-29T20:21:07.550860] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-29T20:21:07.550912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:07.550942] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:07.550968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:07.551025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:07.607767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:07.608551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:07.608652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:07.608685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:07.727698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:07.727862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:07.727908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:07.727937] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:07.731400] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=40.52%)
[2025-12-29T20:21:07.731727] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-29T20:21:07.731864] [INFO ] [sig       ] EGBN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:07.878363] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EGBN.txt
[2025-12-29T20:21:07.878520] [INFO ] [sig       ] [1046/3546] Completed EGBN in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-29T20:21:07.878559] [INFO ] [sig       ] [1047/3546] Forecasting EGP...
[2025-12-29T20:21:07.878610] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-29T20:21:07.878641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-29T20:21:07.890428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-29T20:21:07.890855] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-29T20:21:07.891740] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-29T20:21:07.891794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:07.891827] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:07.891854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:07.891912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:07.950157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:07.951044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:07.951127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:07.951159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:08.072831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:08.072989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:08.073030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:08.073059] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:08.076509] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-29T20:21:08.076799] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-29T20:21:08.076926] [INFO ] [sig       ] EGP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:08.275229] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EGP.txt
[2025-12-29T20:21:08.275390] [INFO ] [sig       ] [1047/3546] Completed EGP in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-29T20:21:08.275430] [INFO ] [sig       ] [1048/3546] Forecasting EGY...
[2025-12-29T20:21:08.275459] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-29T20:21:08.275491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-29T20:21:08.287041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-29T20:21:08.287369] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-29T20:21:08.288180] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-29T20:21:08.288233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:08.288265] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:08.288291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:08.288348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:08.344890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:08.345784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:08.345867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:08.345899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:08.465397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:08.465553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:08.465610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:08.465641] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:08.468995] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-29T20:21:08.469264] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-29T20:21:08.469386] [INFO ] [sig       ] EGY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:08.610311] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EGY.txt
[2025-12-29T20:21:08.610470] [INFO ] [sig       ] [1048/3546] Completed EGY in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-29T20:21:08.610510] [INFO ] [sig       ] [1049/3546] Forecasting EH...
[2025-12-29T20:21:08.610549] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-29T20:21:08.610603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-29T20:21:08.622321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-29T20:21:08.622740] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-29T20:21:08.623553] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-29T20:21:08.623632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:08.623665] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:08.623692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:08.623749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:08.681558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:08.682612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:08.682702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:08.682734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:08.799446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:08.799630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:08.799670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:08.799698] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:08.803071] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-29T20:21:08.803391] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-29T20:21:08.803526] [INFO ] [sig       ] EH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:08.944615] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EH.txt
[2025-12-29T20:21:08.944773] [INFO ] [sig       ] [1049/3546] Completed EH in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-29T20:21:08.944811] [INFO ] [sig       ] [1050/3546] Forecasting EHAB...
[2025-12-29T20:21:08.944840] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-29T20:21:08.944873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-29T20:21:08.955938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-29T20:21:08.956286] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-29T20:21:08.957120] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-29T20:21:08.957173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:08.957205] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:08.957233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:08.957291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:09.015116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:09.015977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:09.016060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:09.016133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:09.143872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:09.144032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:09.144073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:09.144104] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:09.147597] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=65.67%)
[2025-12-29T20:21:09.147883] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-29T20:21:09.148017] [INFO ] [sig       ] EHAB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:09.291618] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EHAB.txt
[2025-12-29T20:21:09.291781] [INFO ] [sig       ] [1050/3546] Completed EHAB in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-29T20:21:09.291820] [INFO ] [sig       ] [1051/3546] Forecasting EHC...
[2025-12-29T20:21:09.291848] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-29T20:21:09.291879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-29T20:21:09.307071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-29T20:21:09.307523] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-29T20:21:09.308712] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-29T20:21:09.308800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:09.308848] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:09.308888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:09.308973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:09.376925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:09.377863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:09.377947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:09.377979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:09.495924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:09.496078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:09.496119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:09.496147] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:09.499486] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2025-12-29T20:21:09.499785] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-29T20:21:09.499913] [INFO ] [sig       ] EHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:09.638987] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EHC.txt
[2025-12-29T20:21:09.639128] [INFO ] [sig       ] [1051/3546] Completed EHC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-29T20:21:09.639167] [INFO ] [sig       ] [1052/3546] Forecasting EHI...
[2025-12-29T20:21:09.639196] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-29T20:21:09.639226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-29T20:21:09.650663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-29T20:21:09.650956] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-29T20:21:09.651751] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-29T20:21:09.651803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:09.651834] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:09.651860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:09.651917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:09.707888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:09.708598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:09.708679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:09.708711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:09.824000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:09.824154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:09.824193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:09.824252] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:09.827585] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-29T20:21:09.827855] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-29T20:21:09.827980] [INFO ] [sig       ] EHI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:09.971448] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EHI.txt
[2025-12-29T20:21:09.971598] [INFO ] [sig       ] [1052/3546] Completed EHI in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:09.971640] [INFO ] [sig       ] [1053/3546] Forecasting EHTH...
[2025-12-29T20:21:09.971670] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-29T20:21:09.971700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-29T20:21:09.983091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-29T20:21:09.983414] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-29T20:21:09.984212] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-29T20:21:09.984265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:09.984295] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:09.984320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:09.984377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:10.040831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:10.041589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:10.041672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:10.041704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:10.158724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:10.158891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:10.158930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:10.158958] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:10.162276] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-29T20:21:10.162551] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-29T20:21:10.162692] [INFO ] [sig       ] EHTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:10.301532] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EHTH.txt
[2025-12-29T20:21:10.301727] [INFO ] [sig       ] [1053/3546] Completed EHTH in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:10.301768] [INFO ] [sig       ] [1054/3546] Forecasting EIC...
[2025-12-29T20:21:10.301799] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-29T20:21:10.301827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-29T20:21:10.313997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-29T20:21:10.314328] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-29T20:21:10.315152] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-29T20:21:10.315206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:10.315239] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:10.315264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:10.315327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:10.372712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:10.373521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:10.373623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:10.373656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:10.491245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:10.491399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:10.491439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:10.491468] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:10.495069] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-29T20:21:10.495349] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-29T20:21:10.495479] [INFO ] [sig       ] EIC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:10.635862] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EIC.txt
[2025-12-29T20:21:10.635991] [INFO ] [sig       ] [1054/3546] Completed EIC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:10.636030] [INFO ] [sig       ] [1055/3546] Forecasting EIG...
[2025-12-29T20:21:10.636060] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-29T20:21:10.636091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-29T20:21:10.648456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-29T20:21:10.648810] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-29T20:21:10.649647] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-29T20:21:10.649701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:10.649732] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:10.649760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:10.649823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:10.707978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:10.708616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:10.708693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:10.708725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:10.824718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:10.824866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:10.824905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:10.824933] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:10.828318] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=82.64%)
[2025-12-29T20:21:10.828600] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-29T20:21:10.828725] [INFO ] [sig       ] EIG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:10.969969] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EIG.txt
[2025-12-29T20:21:10.970101] [INFO ] [sig       ] [1055/3546] Completed EIG in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:10.970141] [INFO ] [sig       ] [1056/3546] Forecasting EIX...
[2025-12-29T20:21:10.970170] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-29T20:21:10.970201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-29T20:21:10.981835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-29T20:21:10.982106] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-29T20:21:10.982905] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-29T20:21:10.982958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:10.982991] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:10.983018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:10.983088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:11.040550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:11.041163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:11.041240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:11.041272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:11.162119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:11.162267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:11.162306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:11.162336] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:11.165935] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-29T20:21:11.166208] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-29T20:21:11.166338] [INFO ] [sig       ] EIX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:11.309519] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EIX.txt
[2025-12-29T20:21:11.309692] [INFO ] [sig       ] [1056/3546] Completed EIX in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:11.309734] [INFO ] [sig       ] [1057/3546] Forecasting EL...
[2025-12-29T20:21:11.309764] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-29T20:21:11.309794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-29T20:21:11.321709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-29T20:21:11.322031] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-29T20:21:11.322864] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-29T20:21:11.322918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:11.322977] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:11.323005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:11.323064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:11.388522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:11.389425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:11.389718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:11.389755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:11.514422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:11.514591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:11.514632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:11.514660] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:11.518099] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-29T20:21:11.518556] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-29T20:21:11.518697] [INFO ] [sig       ] EL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:11.659750] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EL.txt
[2025-12-29T20:21:11.659876] [INFO ] [sig       ] [1057/3546] Completed EL in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:11.659916] [INFO ] [sig       ] [1058/3546] Forecasting ELAB...
[2025-12-29T20:21:11.659944] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-29T20:21:11.659973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-29T20:21:11.670970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-29T20:21:11.671276] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-29T20:21:11.672088] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-29T20:21:11.672149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:11.672183] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:11.672215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:11.672286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:11.730447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:11.731103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:11.731182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:11.731214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:11.852124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:11.852258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:11.852301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:11.852329] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:11.855638] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-12-29T20:21:11.855906] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-29T20:21:11.856028] [INFO ] [sig       ] ELAB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:11.996267] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELAB.txt
[2025-12-29T20:21:11.996398] [INFO ] [sig       ] [1058/3546] Completed ELAB in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:11.996439] [INFO ] [sig       ] [1059/3546] Forecasting ELAN...
[2025-12-29T20:21:11.996469] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-29T20:21:11.996500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-29T20:21:12.007857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-29T20:21:12.008137] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-29T20:21:12.008957] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-29T20:21:12.009010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:12.009043] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:12.009070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:12.009128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:12.066873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:12.067478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:12.067556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:12.067607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:12.188564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:12.188736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:12.188786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:12.188817] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:12.192161] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-29T20:21:12.192436] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-29T20:21:12.192559] [INFO ] [sig       ] ELAN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:12.354016] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELAN.txt
[2025-12-29T20:21:12.354210] [INFO ] [sig       ] [1059/3546] Completed ELAN in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:12.354263] [INFO ] [sig       ] [1060/3546] Forecasting ELC...
[2025-12-29T20:21:12.354306] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-29T20:21:12.354350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-29T20:21:12.367336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-29T20:21:12.367907] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-29T20:21:12.368829] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-29T20:21:12.368885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:12.368918] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:12.368947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:12.369007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:12.426872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:12.427551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:12.427646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:12.427679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:12.540445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:12.540616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:12.540656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:12.540714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:12.545326] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-29T20:21:12.545634] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-29T20:21:12.545770] [INFO ] [sig       ] ELC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:12.687504] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELC.txt
[2025-12-29T20:21:12.687668] [INFO ] [sig       ] [1060/3546] Completed ELC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:12.687710] [INFO ] [sig       ] [1061/3546] Forecasting ELDN...
[2025-12-29T20:21:12.687738] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-29T20:21:12.687786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-29T20:21:12.699336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-29T20:21:12.699648] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-29T20:21:12.700425] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-29T20:21:12.700678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:12.700713] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:12.700739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:12.700797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:12.757940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:12.758753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:12.758848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:12.758880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:12.877262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:12.877433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:12.877473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:12.877500] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:12.881219] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-29T20:21:12.881545] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-29T20:21:12.881700] [INFO ] [sig       ] ELDN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:13.027690] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELDN.txt
[2025-12-29T20:21:13.027845] [INFO ] [sig       ] [1061/3546] Completed ELDN in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-29T20:21:13.027894] [INFO ] [sig       ] [1062/3546] Forecasting ELF...
[2025-12-29T20:21:13.027924] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-29T20:21:13.027954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-29T20:21:13.040190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-29T20:21:13.040794] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-29T20:21:13.041609] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-29T20:21:13.041662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:13.041693] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:13.041720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:13.041778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:13.102462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:13.103343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:13.103430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:13.103462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:13.225072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:13.225232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:13.225271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:13.225301] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:13.228682] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-29T20:21:13.228990] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-29T20:21:13.229122] [INFO ] [sig       ] ELF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:13.376229] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELF.txt
[2025-12-29T20:21:13.376366] [INFO ] [sig       ] [1062/3546] Completed ELF in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-29T20:21:13.376404] [INFO ] [sig       ] [1063/3546] Forecasting ELME...
[2025-12-29T20:21:13.376646] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-29T20:21:13.376676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-29T20:21:13.389232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-29T20:21:13.389553] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-29T20:21:13.390399] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-29T20:21:13.390453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:13.390485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:13.390511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:13.390763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:13.447637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:13.448272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:13.448352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:13.448384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:13.569184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:13.569342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:13.569389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:13.569422] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:13.573048] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-12-29T20:21:13.573332] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-29T20:21:13.573456] [INFO ] [sig       ] ELME: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:13.735205] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELME.txt
[2025-12-29T20:21:13.735363] [INFO ] [sig       ] [1063/3546] Completed ELME in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-29T20:21:13.735401] [INFO ] [sig       ] [1064/3546] Forecasting ELS...
[2025-12-29T20:21:13.735430] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-29T20:21:13.735460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-29T20:21:13.746527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-29T20:21:13.746851] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-29T20:21:13.747652] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-29T20:21:13.747703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:13.747735] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:13.747761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:13.747818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:13.811861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:13.812887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:13.812992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:13.813042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:13.928625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:13.928789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:13.928828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:13.928856] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:13.932167] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-29T20:21:13.932450] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-29T20:21:13.932598] [INFO ] [sig       ] ELS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:14.073846] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELS.txt
[2025-12-29T20:21:14.073979] [INFO ] [sig       ] [1064/3546] Completed ELS in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-29T20:21:14.074019] [INFO ] [sig       ] [1065/3546] Forecasting ELTX...
[2025-12-29T20:21:14.074051] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-29T20:21:14.074080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-29T20:21:14.085416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-29T20:21:14.085790] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-29T20:21:14.086763] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-29T20:21:14.086815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:14.086846] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:14.086872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:14.086929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:14.144449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:14.145108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:14.145185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:14.145217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:14.263998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:14.264150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:14.264205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:14.264233] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:14.267550] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-12-29T20:21:14.267836] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-29T20:21:14.267960] [INFO ] [sig       ] ELTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:14.406944] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ELTX.txt
[2025-12-29T20:21:14.407075] [INFO ] [sig       ] [1065/3546] Completed ELTX in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-29T20:21:14.407114] [INFO ] [sig       ] [1066/3546] Forecasting ELVA...
[2025-12-29T20:21:14.407143] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-29T20:21:14.407172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-29T20:21:14.418166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-29T20:21:14.418444] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-29T20:21:14.419259] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-29T20:21:14.419311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:14.419342] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:14.419368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:14.419425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:14.475821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:14.476472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:14.476549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:14.476603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:14.591312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:14.591461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:14.591500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:14.591527] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:14.594840] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-29T20:21:14.595103] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-29T20:21:14.595223] [INFO ] [sig       ] ELVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:14.736792] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELVA.txt
[2025-12-29T20:21:14.736947] [INFO ] [sig       ] [1066/3546] Completed ELVA in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-29T20:21:14.736988] [INFO ] [sig       ] [1067/3546] Forecasting ELVN...
[2025-12-29T20:21:14.737016] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-29T20:21:14.737045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-29T20:21:14.749326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-29T20:21:14.749950] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-29T20:21:14.751095] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-29T20:21:14.751158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:14.751196] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:14.751233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:14.751310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:14.809108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:14.809827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:14.809955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:14.810008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:14.929319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:14.929472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:14.929512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:14.929542] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:14.932923] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-29T20:21:14.933206] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-29T20:21:14.933341] [INFO ] [sig       ] ELVN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:15.073802] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ELVN.txt
[2025-12-29T20:21:15.073975] [INFO ] [sig       ] [1067/3546] Completed ELVN in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-29T20:21:15.074014] [INFO ] [sig       ] [1068/3546] Forecasting ELWS...
[2025-12-29T20:21:15.074043] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-29T20:21:15.074073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-29T20:21:15.086998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-29T20:21:15.087383] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-29T20:21:15.088441] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-29T20:21:15.088494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:15.088527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:15.088554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:15.088648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:15.145979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:15.146651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:15.146730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:15.146763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:15.253715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:15.253854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:15.253892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:15.253920] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:15.257519] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-29T20:21:15.257805] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-29T20:21:15.257930] [INFO ] [sig       ] ELWS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:15.398024] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ELWS.txt
[2025-12-29T20:21:15.398150] [INFO ] [sig       ] [1068/3546] Completed ELWS in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-29T20:21:15.398187] [INFO ] [sig       ] [1069/3546] Forecasting EM...
[2025-12-29T20:21:15.398216] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-29T20:21:15.398245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-29T20:21:15.409624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-29T20:21:15.409952] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-29T20:21:15.410817] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-29T20:21:15.410870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:15.410914] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:15.410943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:15.411006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:15.473038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:15.473765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:15.473843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:15.473876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:15.590547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:15.590678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:15.590715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:15.590743] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:15.593922] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-29T20:21:15.594184] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-29T20:21:15.594304] [INFO ] [sig       ] EM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:15.737275] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EM.txt
[2025-12-29T20:21:15.737421] [INFO ] [sig       ] [1069/3546] Completed EM in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:15.737460] [INFO ] [sig       ] [1070/3546] Forecasting EMB...
[2025-12-29T20:21:15.737489] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-29T20:21:15.737518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-29T20:21:15.748691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-29T20:21:15.749070] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-29T20:21:15.749957] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-29T20:21:15.750013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:15.750046] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:15.750075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:15.750135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:15.808047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:15.808922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:15.809003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:15.809035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:15.931756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:15.931914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:15.931955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:15.931986] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:15.935563] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-29T20:21:15.935851] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-29T20:21:15.935977] [INFO ] [sig       ] EMB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:16.074334] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EMB.txt
[2025-12-29T20:21:16.074479] [INFO ] [sig       ] [1070/3546] Completed EMB in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:16.074519] [INFO ] [sig       ] [1071/3546] Forecasting EMBC...
[2025-12-29T20:21:16.074550] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-29T20:21:16.074600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-29T20:21:16.086038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-29T20:21:16.086361] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-29T20:21:16.087203] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-29T20:21:16.087256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:16.087289] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:16.087317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:16.087380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:16.145113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:16.145777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:16.145855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:16.145889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:16.265438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:16.265598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:16.265638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:16.265666] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:16.268974] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=50.30%)
[2025-12-29T20:21:16.269239] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-29T20:21:16.269362] [INFO ] [sig       ] EMBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:16.408489] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EMBC.txt
[2025-12-29T20:21:16.408646] [INFO ] [sig       ] [1071/3546] Completed EMBC in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:16.408688] [INFO ] [sig       ] [1072/3546] Forecasting EMD...
[2025-12-29T20:21:16.408720] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-29T20:21:16.408751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-29T20:21:16.419778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-29T20:21:16.420056] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-29T20:21:16.420912] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-29T20:21:16.420966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:16.420999] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:16.421027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:16.421087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:16.479233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:16.479891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:16.479973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:16.480006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:16.601746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:16.601883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:16.601922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:16.601953] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:16.605760] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=70.00%)
[2025-12-29T20:21:16.606032] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-29T20:21:16.606159] [INFO ] [sig       ] EMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:16.748390] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EMD.txt
[2025-12-29T20:21:16.748544] [INFO ] [sig       ] [1072/3546] Completed EMD in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:16.748604] [INFO ] [sig       ] [1073/3546] Forecasting EMF...
[2025-12-29T20:21:16.748641] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-29T20:21:16.748672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-29T20:21:16.759877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-29T20:21:16.760199] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-29T20:21:16.761000] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-29T20:21:16.761052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:16.761083] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:16.761110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:16.761167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:16.818430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:16.819280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:16.819362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:16.819395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:16.936381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:16.936595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:16.936652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:16.936684] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:16.940207] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-12-29T20:21:16.940541] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-29T20:21:16.940691] [INFO ] [sig       ] EMF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:17.082548] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EMF.txt
[2025-12-29T20:21:17.082699] [INFO ] [sig       ] [1073/3546] Completed EMF in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:17.082738] [INFO ] [sig       ] [1074/3546] Forecasting EMN...
[2025-12-29T20:21:17.082768] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-29T20:21:17.082797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-29T20:21:17.093917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-29T20:21:17.094212] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-29T20:21:17.094999] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-29T20:21:17.095050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:17.095107] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:17.095135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:17.095194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:17.152707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:17.153397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:17.153478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:17.153511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:17.274494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:17.274650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:17.274690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:17.274720] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:17.278141] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-12-29T20:21:17.278418] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-29T20:21:17.278543] [INFO ] [sig       ] EMN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:17.420456] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EMN.txt
[2025-12-29T20:21:17.420590] [INFO ] [sig       ] [1074/3546] Completed EMN in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:17.420631] [INFO ] [sig       ] [1075/3546] Forecasting EMO...
[2025-12-29T20:21:17.420659] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-29T20:21:17.420689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-29T20:21:17.432039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-29T20:21:17.432337] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-29T20:21:17.433144] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-29T20:21:17.433198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:17.433230] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:17.433258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:17.433316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:17.491491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:17.492134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:17.492212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:17.492244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:17.606211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:17.606366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:17.606413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:17.606443] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:17.609890] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-29T20:21:17.610168] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-29T20:21:17.610296] [INFO ] [sig       ] EMO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:17.759286] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EMO.txt
[2025-12-29T20:21:17.759446] [INFO ] [sig       ] [1075/3546] Completed EMO in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:17.759486] [INFO ] [sig       ] [1076/3546] Forecasting EMXC...
[2025-12-29T20:21:17.759515] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-29T20:21:17.759542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-29T20:21:17.771325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-29T20:21:17.771690] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-29T20:21:17.772510] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-29T20:21:17.772566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:17.772621] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:17.772647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:17.772704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:17.831955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:17.832773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:17.832854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:17.832885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:17.955255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:17.955395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:17.955434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:17.955478] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:17.958981] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-29T20:21:17.959248] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-29T20:21:17.959373] [INFO ] [sig       ] EMXC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:18.098610] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EMXC.txt
[2025-12-29T20:21:18.098738] [INFO ] [sig       ] [1076/3546] Completed EMXC in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:18.098787] [INFO ] [sig       ] [1077/3546] Forecasting ENB...
[2025-12-29T20:21:18.098823] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-29T20:21:18.098853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-29T20:21:18.110220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-29T20:21:18.110568] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-29T20:21:18.111382] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-29T20:21:18.111434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:18.111466] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:18.111492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:18.111549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:18.169191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:18.170050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:18.170135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:18.170167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:18.312526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:18.312714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:18.312756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:18.312830] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:18.316506] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2025-12-29T20:21:18.316865] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-29T20:21:18.317006] [INFO ] [sig       ] ENB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:18.458700] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ENB.txt
[2025-12-29T20:21:18.458875] [INFO ] [sig       ] [1077/3546] Completed ENB in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:18.458916] [INFO ] [sig       ] [1078/3546] Forecasting ENGN...
[2025-12-29T20:21:18.458946] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-29T20:21:18.458976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-29T20:21:18.470548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-29T20:21:18.470912] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-29T20:21:18.471771] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-29T20:21:18.471825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:18.471856] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:18.471883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:18.471940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:18.527552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:18.528271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:18.528349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:18.528381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:18.648436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:18.648609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:18.648651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:18.648679] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:18.652208] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-29T20:21:18.652496] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-29T20:21:18.652648] [INFO ] [sig       ] ENGN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:18.798113] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ENGN.txt
[2025-12-29T20:21:18.798257] [INFO ] [sig       ] [1078/3546] Completed ENGN in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:18.798308] [INFO ] [sig       ] [1079/3546] Forecasting ENIC...
[2025-12-29T20:21:18.798343] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-29T20:21:18.798386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-29T20:21:18.810311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-29T20:21:18.810643] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-29T20:21:18.811500] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-29T20:21:18.811555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:18.811606] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:18.811635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:18.811693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:18.875605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:18.876323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:18.876409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:18.876442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:19.004506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:19.004680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:19.004722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:19.004754] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:19.008228] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-29T20:21:19.008509] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-29T20:21:19.008661] [INFO ] [sig       ] ENIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:19.149312] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ENIC.txt
[2025-12-29T20:21:19.149439] [INFO ] [sig       ] [1079/3546] Completed ENIC in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-29T20:21:19.149481] [INFO ] [sig       ] [1080/3546] Forecasting ENPH...
[2025-12-29T20:21:19.149511] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-29T20:21:19.149542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-29T20:21:19.161170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-29T20:21:19.161443] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-29T20:21:19.162242] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-29T20:21:19.162293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:19.162323] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:19.162349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:19.162417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:19.221372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:19.222141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:19.222223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:19.222255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:19.343758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:19.343917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:19.343961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:19.343991] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:19.347390] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-29T20:21:19.347708] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-29T20:21:19.347840] [INFO ] [sig       ] ENPH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:19.490891] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ENPH.txt
[2025-12-29T20:21:19.491021] [INFO ] [sig       ] [1080/3546] Completed ENPH in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-29T20:21:19.491060] [INFO ] [sig       ] [1081/3546] Forecasting ENS...
[2025-12-29T20:21:19.491088] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-29T20:21:19.491124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-29T20:21:19.502558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-29T20:21:19.502859] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-29T20:21:19.503657] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-29T20:21:19.503709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:19.503741] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:19.503767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:19.503825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:19.561417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:19.562064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:19.562144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:19.562177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:19.676336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:19.676486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:19.676524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:19.676552] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:19.679956] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-12-29T20:21:19.680228] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-29T20:21:19.680358] [INFO ] [sig       ] ENS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:19.823365] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ENS.txt
[2025-12-29T20:21:19.823505] [INFO ] [sig       ] [1081/3546] Completed ENS in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-29T20:21:19.823544] [INFO ] [sig       ] [1082/3546] Forecasting ENSC...
[2025-12-29T20:21:19.823590] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-29T20:21:19.823623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-29T20:21:19.834748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-29T20:21:19.835042] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-29T20:21:19.835827] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-29T20:21:19.835889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:19.835921] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:19.835948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:19.836005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:19.892455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:19.893258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:19.893340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:19.893373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:20.013151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:20.013307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:20.013346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:20.013376] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:20.016833] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-29T20:21:20.017112] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-29T20:21:20.017242] [INFO ] [sig       ] ENSC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:20.156835] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ENSC.txt
[2025-12-29T20:21:20.156985] [INFO ] [sig       ] [1082/3546] Completed ENSC in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-29T20:21:20.157025] [INFO ] [sig       ] [1083/3546] Forecasting ENSG...
[2025-12-29T20:21:20.157056] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-29T20:21:20.157086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-29T20:21:20.169815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-29T20:21:20.170119] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-29T20:21:20.170924] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-29T20:21:20.170978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:20.171010] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:20.171037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:20.171095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:20.229112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:20.229968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:20.230054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:20.230087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:20.349090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:20.349242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:20.349282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:20.349311] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:20.352679] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2025-12-29T20:21:20.352956] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-29T20:21:20.353086] [INFO ] [sig       ] ENSG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:20.494049] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ENSG.txt
[2025-12-29T20:21:20.494185] [INFO ] [sig       ] [1083/3546] Completed ENSG in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-29T20:21:20.494225] [INFO ] [sig       ] [1084/3546] Forecasting ENTA...
[2025-12-29T20:21:20.494253] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-29T20:21:20.494282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-29T20:21:20.506760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-29T20:21:20.507050] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-29T20:21:20.507837] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-29T20:21:20.507889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:20.507919] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:20.507946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:20.508005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:20.568455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:20.569110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:20.569216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:20.569250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:20.696152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:20.696305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:20.696345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:20.696376] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:20.703443] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-12-29T20:21:20.703773] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-29T20:21:20.703907] [INFO ] [sig       ] ENTA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:20.846036] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ENTA.txt
[2025-12-29T20:21:20.846168] [INFO ] [sig       ] [1084/3546] Completed ENTA in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-29T20:21:20.846207] [INFO ] [sig       ] [1085/3546] Forecasting ENTG...
[2025-12-29T20:21:20.846236] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-29T20:21:20.846265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-29T20:21:20.858551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-29T20:21:20.858956] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-29T20:21:20.859815] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-29T20:21:20.859867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:20.859901] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:20.859929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:20.859989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:20.919840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:20.920742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:20.920825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:20.920858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:21.049018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:21.049182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:21.049222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:21.049250] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:21.052864] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-29T20:21:21.053154] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-29T20:21:21.053286] [INFO ] [sig       ] ENTG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:21.198070] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ENTG.txt
[2025-12-29T20:21:21.198246] [INFO ] [sig       ] [1085/3546] Completed ENTG in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:21.198290] [INFO ] [sig       ] [1086/3546] Forecasting ENTX...
[2025-12-29T20:21:21.198319] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-29T20:21:21.198349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-29T20:21:21.209806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-29T20:21:21.210158] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-29T20:21:21.210997] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-29T20:21:21.211050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:21.211082] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:21.211108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:21.211168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:21.269146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:21.270024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:21.270107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:21.270140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:21.391945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:21.392110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:21.392151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:21.392180] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:21.395792] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-29T20:21:21.396081] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-29T20:21:21.396214] [INFO ] [sig       ] ENTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:21.543349] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ENTX.txt
[2025-12-29T20:21:21.543716] [INFO ] [sig       ] [1086/3546] Completed ENTX in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:21.543758] [INFO ] [sig       ] [1087/3546] Forecasting ENVA...
[2025-12-29T20:21:21.543787] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-29T20:21:21.543815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-29T20:21:21.556305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-29T20:21:21.556862] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-29T20:21:21.557675] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-29T20:21:21.557728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:21.557760] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:21.557787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:21.557844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:21.616493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:21.617391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:21.617476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:21.617510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:21.745258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:21.745419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:21.745459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:21.745488] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:21.749284] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-29T20:21:21.749606] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-29T20:21:21.749939] [INFO ] [sig       ] ENVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:21.893354] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ENVA.txt
[2025-12-29T20:21:21.893540] [INFO ] [sig       ] [1087/3546] Completed ENVA in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:21.893600] [INFO ] [sig       ] [1088/3546] Forecasting ENVB...
[2025-12-29T20:21:21.893631] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-29T20:21:21.893854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-29T20:21:21.905980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-29T20:21:21.906342] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-29T20:21:21.907341] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-29T20:21:21.907404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:21.907447] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:21.907481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:21.907543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:21.967091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:21.968007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:21.968089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:21.968122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:22.089085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:22.089250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:22.089289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:22.089317] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:22.092674] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2025-12-29T20:21:22.092949] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-29T20:21:22.093076] [INFO ] [sig       ] ENVB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:22.245441] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ENVB.txt
[2025-12-29T20:21:22.245677] [INFO ] [sig       ] [1088/3546] Completed ENVB in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:22.245734] [INFO ] [sig       ] [1089/3546] Forecasting ENVX...
[2025-12-29T20:21:22.245775] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-29T20:21:22.245815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-29T20:21:22.260949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-29T20:21:22.261400] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-29T20:21:22.262433] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-29T20:21:22.262498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:22.262542] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:22.262601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:22.262679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:22.334943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:22.335800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:22.335882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:22.335915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:22.464037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:22.464228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:22.464269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:22.464297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:22.467822] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-29T20:21:22.468139] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-29T20:21:22.468286] [INFO ] [sig       ] ENVX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:22.612801] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ENVX.txt
[2025-12-29T20:21:22.612961] [INFO ] [sig       ] [1089/3546] Completed ENVX in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:22.613001] [INFO ] [sig       ] [1090/3546] Forecasting EOD...
[2025-12-29T20:21:22.613031] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-29T20:21:22.613061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-29T20:21:22.624248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-29T20:21:22.624643] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-29T20:21:22.625431] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-29T20:21:22.625483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:22.625516] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:22.625543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:22.625622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:22.683113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:22.683995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:22.684093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:22.684132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:22.809286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:22.809451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:22.809493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:22.809524] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:22.814048] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-29T20:21:22.814413] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-29T20:21:22.814563] [INFO ] [sig       ] EOD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:22.960820] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EOD.txt
[2025-12-29T20:21:22.960979] [INFO ] [sig       ] [1090/3546] Completed EOD in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:22.961019] [INFO ] [sig       ] [1091/3546] Forecasting EOG...
[2025-12-29T20:21:22.961047] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-29T20:21:22.961076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-29T20:21:22.972835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-29T20:21:22.973198] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-29T20:21:22.974004] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-29T20:21:22.974056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:22.974113] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:22.974141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:22.974199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:23.035341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:23.036220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:23.036304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:23.036339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:23.157492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:23.157671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:23.157713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:23.157743] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:23.161526] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=29.02%)
[2025-12-29T20:21:23.161825] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-29T20:21:23.161960] [INFO ] [sig       ] EOG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:23.314689] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EOG.txt
[2025-12-29T20:21:23.314899] [INFO ] [sig       ] [1091/3546] Completed EOG in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:23.314962] [INFO ] [sig       ] [1092/3546] Forecasting EOI...
[2025-12-29T20:21:23.315011] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-29T20:21:23.315059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-29T20:21:23.327716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-29T20:21:23.328055] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-29T20:21:23.329005] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-29T20:21:23.329066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:23.329098] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:23.329125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:23.329184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:23.388219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:23.389182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:23.389272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:23.389306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:23.520171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:23.520345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:23.520394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:23.520425] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:23.524036] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=68.71%)
[2025-12-29T20:21:23.524346] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-29T20:21:23.524488] [INFO ] [sig       ] EOI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:23.674161] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EOI.txt
[2025-12-29T20:21:23.674323] [INFO ] [sig       ] [1092/3546] Completed EOI in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:23.674365] [INFO ] [sig       ] [1093/3546] Forecasting EOLS...
[2025-12-29T20:21:23.674394] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-29T20:21:23.674423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-29T20:21:23.686433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-29T20:21:23.686770] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-29T20:21:23.687586] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-29T20:21:23.687650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:23.687682] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:23.687708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:23.687765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:23.744722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:23.745539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:23.745641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:23.745674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:23.863215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:23.863374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:23.863413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:23.863441] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:23.866806] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-29T20:21:23.867080] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-29T20:21:23.867203] [INFO ] [sig       ] EOLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:24.008730] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EOLS.txt
[2025-12-29T20:21:24.008917] [INFO ] [sig       ] [1093/3546] Completed EOLS in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:24.008958] [INFO ] [sig       ] [1094/3546] Forecasting EOS...
[2025-12-29T20:21:24.008986] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-29T20:21:24.009016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-29T20:21:24.020429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-29T20:21:24.020790] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-29T20:21:24.021600] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-29T20:21:24.021653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:24.021683] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:24.021709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:24.021766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:24.080903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:24.081781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:24.081871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:24.081919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:24.217734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:24.217892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:24.217933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:24.217996] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:24.221769] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-29T20:21:24.222107] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-29T20:21:24.222268] [INFO ] [sig       ] EOS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:24.371785] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EOS.txt
[2025-12-29T20:21:24.371973] [INFO ] [sig       ] [1094/3546] Completed EOS in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:24.372035] [INFO ] [sig       ] [1095/3546] Forecasting EOSE...
[2025-12-29T20:21:24.372084] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-29T20:21:24.372128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-29T20:21:24.384291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-29T20:21:24.384626] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-29T20:21:24.385408] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-29T20:21:24.385461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:24.385491] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:24.385518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:24.385591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:24.441667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:24.442290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:24.442373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:24.442404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:24.559765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:24.559923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:24.559962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:24.559991] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:24.563366] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-29T20:21:24.563679] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-29T20:21:24.563810] [INFO ] [sig       ] EOSE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:24.710563] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EOSE.txt
[2025-12-29T20:21:24.710733] [INFO ] [sig       ] [1095/3546] Completed EOSE in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:24.710771] [INFO ] [sig       ] [1096/3546] Forecasting EPAC...
[2025-12-29T20:21:24.710801] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-29T20:21:24.710830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-29T20:21:24.722440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-29T20:21:24.722716] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-29T20:21:24.723478] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-29T20:21:24.723530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:24.723561] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:24.723607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:24.723667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:24.781253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:24.781979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:24.782062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:24.782094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:24.901700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:24.901851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:24.901890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:24.901919] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:24.905219] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-29T20:21:24.905487] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-29T20:21:24.905628] [INFO ] [sig       ] EPAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:25.050662] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EPAC.txt
[2025-12-29T20:21:25.050817] [INFO ] [sig       ] [1096/3546] Completed EPAC in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-29T20:21:25.050862] [INFO ] [sig       ] [1097/3546] Forecasting EPAM...
[2025-12-29T20:21:25.050892] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-29T20:21:25.050922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-29T20:21:25.062162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-29T20:21:25.062480] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-29T20:21:25.063291] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-29T20:21:25.063343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:25.063373] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:25.063399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:25.063455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:25.124475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:25.125346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:25.125429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:25.125462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:25.250834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:25.251007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:25.251058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:25.251087] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:25.254854] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-12-29T20:21:25.255161] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-29T20:21:25.255298] [INFO ] [sig       ] EPAM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:25.396565] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EPAM.txt
[2025-12-29T20:21:25.396703] [INFO ] [sig       ] [1097/3546] Completed EPAM in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-29T20:21:25.396741] [INFO ] [sig       ] [1098/3546] Forecasting EPC...
[2025-12-29T20:21:25.396782] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-29T20:21:25.396813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-29T20:21:25.408667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-29T20:21:25.409191] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-29T20:21:25.410022] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-29T20:21:25.410075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:25.410107] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:25.410133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:25.410191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:25.468242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:25.468996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:25.469076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:25.469108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:25.588291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:25.588441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:25.588480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:25.588508] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:25.591858] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-12-29T20:21:25.592126] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-29T20:21:25.592264] [INFO ] [sig       ] EPC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:25.731033] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EPC.txt
[2025-12-29T20:21:25.731161] [INFO ] [sig       ] [1098/3546] Completed EPC in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-29T20:21:25.731200] [INFO ] [sig       ] [1099/3546] Forecasting EPD...
[2025-12-29T20:21:25.731230] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-29T20:21:25.731259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-29T20:21:25.743180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-29T20:21:25.743432] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-29T20:21:25.744220] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-29T20:21:25.744272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:25.744303] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:25.744329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:25.744386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:25.801074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:25.801965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:25.802050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:25.802082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:25.925599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:25.925960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:25.926009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:25.926039] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:25.929761] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-29T20:21:25.930040] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-29T20:21:25.930168] [INFO ] [sig       ] EPD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:26.071485] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EPD.txt
[2025-12-29T20:21:26.071683] [INFO ] [sig       ] [1099/3546] Completed EPD in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-29T20:21:26.071727] [INFO ] [sig       ] [1100/3546] Forecasting EPSN...
[2025-12-29T20:21:26.071756] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-29T20:21:26.071785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-29T20:21:26.083715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-29T20:21:26.084114] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-29T20:21:26.084953] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-29T20:21:26.085006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:26.085037] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:26.085063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:26.085119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:26.144147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:26.145241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:26.145345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:26.145379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:26.282680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:26.282833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:26.282890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:26.282919] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:26.286472] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-29T20:21:26.286789] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-29T20:21:26.286926] [INFO ] [sig       ] EPSN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:26.440779] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EPSN.txt
[2025-12-29T20:21:26.440934] [INFO ] [sig       ] [1100/3546] Completed EPSN in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-29T20:21:26.440974] [INFO ] [sig       ] [1101/3546] Forecasting EQBK...
[2025-12-29T20:21:26.441003] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-29T20:21:26.441031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-29T20:21:26.452405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-29T20:21:26.452762] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-29T20:21:26.453598] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-29T20:21:26.453651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:26.453682] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:26.453898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:26.453956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:26.512435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:26.513459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:26.513607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:26.513644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:26.639507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:26.639822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:26.639880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:26.639911] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:26.644039] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=66.38%)
[2025-12-29T20:21:26.644419] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-29T20:21:26.644607] [INFO ] [sig       ] EQBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:26.788665] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EQBK.txt
[2025-12-29T20:21:26.788846] [INFO ] [sig       ] [1101/3546] Completed EQBK in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-29T20:21:26.788899] [INFO ] [sig       ] [1102/3546] Forecasting EQH...
[2025-12-29T20:21:26.788935] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-29T20:21:26.788965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-29T20:21:26.800533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-29T20:21:26.800891] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-29T20:21:26.801695] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-29T20:21:26.801747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:26.801779] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:26.801805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:26.801863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:26.858410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:26.859255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:26.859337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:26.859370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:26.978053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:26.978212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:26.978250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:26.978278] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:26.981652] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2025-12-29T20:21:26.981928] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-29T20:21:26.982056] [INFO ] [sig       ] EQH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:27.122597] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EQH.txt
[2025-12-29T20:21:27.122738] [INFO ] [sig       ] [1102/3546] Completed EQH in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-29T20:21:27.122776] [INFO ] [sig       ] [1103/3546] Forecasting EQIX...
[2025-12-29T20:21:27.122806] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-29T20:21:27.122836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-29T20:21:27.134682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-29T20:21:27.135034] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-29T20:21:27.135832] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-29T20:21:27.135893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:27.135923] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:27.135950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:27.136007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:27.192318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:27.193208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:27.193290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:27.193323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:27.321784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:27.321966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:27.322013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:27.322042] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:27.325733] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-12-29T20:21:27.326187] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-29T20:21:27.326314] [INFO ] [sig       ] EQIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:27.465352] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EQIX.txt
[2025-12-29T20:21:27.465505] [INFO ] [sig       ] [1103/3546] Completed EQIX in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:27.465544] [INFO ] [sig       ] [1104/3546] Forecasting ERAS...
[2025-12-29T20:21:27.465591] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-29T20:21:27.465624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-29T20:21:27.476879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-29T20:21:27.477214] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-29T20:21:27.478011] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-29T20:21:27.478062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:27.478105] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:27.478132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:27.478189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:27.534255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:27.535138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:27.535220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:27.535253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:27.651420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:27.651596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:27.651636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:27.651667] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:27.655025] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-29T20:21:27.655301] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-29T20:21:27.655426] [INFO ] [sig       ] ERAS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:27.803343] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ERAS.txt
[2025-12-29T20:21:27.803528] [INFO ] [sig       ] [1104/3546] Completed ERAS in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:27.803587] [INFO ] [sig       ] [1105/3546] Forecasting ERIC...
[2025-12-29T20:21:27.803621] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-29T20:21:27.803651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-29T20:21:27.815448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-29T20:21:27.815840] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-29T20:21:27.816634] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-29T20:21:27.816686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:27.816719] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:27.816745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:27.816802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:27.875615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:27.876491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:27.876595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:27.876630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:28.006635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:28.006812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:28.006851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:28.006879] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:28.010446] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=81.07%)
[2025-12-29T20:21:28.010799] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-29T20:21:28.010949] [INFO ] [sig       ] ERIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:28.151923] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ERIC.txt
[2025-12-29T20:21:28.152099] [INFO ] [sig       ] [1105/3546] Completed ERIC in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:28.152140] [INFO ] [sig       ] [1106/3546] Forecasting ERIE...
[2025-12-29T20:21:28.152169] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-29T20:21:28.152199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-29T20:21:28.164769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-29T20:21:28.165184] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-29T20:21:28.166040] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-29T20:21:28.166097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:28.166136] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:28.166176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:28.166255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:28.223586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:28.224430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:28.224514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:28.224547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:28.342080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:28.342230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:28.342269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:28.342296] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:28.345677] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=18.75%)
[2025-12-29T20:21:28.345955] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-29T20:21:28.346082] [INFO ] [sig       ] ERIE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:28.490272] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ERIE.txt
[2025-12-29T20:21:28.490425] [INFO ] [sig       ] [1106/3546] Completed ERIE in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:28.490467] [INFO ] [sig       ] [1107/3546] Forecasting ERII...
[2025-12-29T20:21:28.490496] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-29T20:21:28.490525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-29T20:21:28.502454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-29T20:21:28.502832] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-29T20:21:28.503689] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-29T20:21:28.503743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:28.503775] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:28.503801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:28.503860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:28.564912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:28.565731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:28.565813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:28.565845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:28.694093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:28.694267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:28.694308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:28.694338] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:28.697947] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-29T20:21:28.698245] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-29T20:21:28.698376] [INFO ] [sig       ] ERII: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:28.843632] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ERII.txt
[2025-12-29T20:21:28.843797] [INFO ] [sig       ] [1107/3546] Completed ERII in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:28.843837] [INFO ] [sig       ] [1108/3546] Forecasting ERNA...
[2025-12-29T20:21:28.843873] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-29T20:21:28.843903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-29T20:21:28.856988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-29T20:21:28.857354] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-29T20:21:28.858424] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-29T20:21:28.858479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:28.858548] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:28.858595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:28.858662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:28.924643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:28.925557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:28.925657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:28.925691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:29.050796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:29.050950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:29.050988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:29.051016] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:29.054538] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2025-12-29T20:21:29.054836] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-29T20:21:29.054966] [INFO ] [sig       ] ERNA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:29.199464] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ERNA.txt
[2025-12-29T20:21:29.199662] [INFO ] [sig       ] [1108/3546] Completed ERNA in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:29.199716] [INFO ] [sig       ] [1109/3546] Forecasting ERO...
[2025-12-29T20:21:29.199768] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-29T20:21:29.199801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-29T20:21:29.214247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-29T20:21:29.214676] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-29T20:21:29.215688] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-29T20:21:29.215751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:29.215790] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:29.215823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:29.215902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:29.277055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:29.277902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:29.277989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:29.278021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:29.403556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:29.403744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:29.403792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:29.403822] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:29.407528] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-29T20:21:29.408028] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-29T20:21:29.408159] [INFO ] [sig       ] ERO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:29.558120] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ERO.txt
[2025-12-29T20:21:29.558274] [INFO ] [sig       ] [1109/3546] Completed ERO in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:29.558315] [INFO ] [sig       ] [1110/3546] Forecasting ES...
[2025-12-29T20:21:29.558344] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-29T20:21:29.558373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-29T20:21:29.576535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-29T20:21:29.576901] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-29T20:21:29.577705] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-29T20:21:29.577757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:29.577789] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:29.577816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:29.577873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:29.639138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:29.640051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:29.640138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:29.640172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:29.761320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:29.761477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:29.761517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:29.761546] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:29.764926] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=59.26%)
[2025-12-29T20:21:29.765216] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-29T20:21:29.765343] [INFO ] [sig       ] ES: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:29.907254] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ES.txt
[2025-12-29T20:21:29.907436] [INFO ] [sig       ] [1110/3546] Completed ES in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:29.907480] [INFO ] [sig       ] [1111/3546] Forecasting ESAB...
[2025-12-29T20:21:29.907516] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-29T20:21:29.907554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-29T20:21:29.919211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-29T20:21:29.919553] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-29T20:21:29.920401] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-29T20:21:29.920453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:29.920485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:29.920511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:29.920569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:29.979276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:29.980129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:29.980212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:29.980245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:30.124616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:30.124828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:30.124897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:30.124988] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:30.130050] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-29T20:21:30.130464] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-29T20:21:30.130669] [INFO ] [sig       ] ESAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:30.279631] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ESAB.txt
[2025-12-29T20:21:30.279792] [INFO ] [sig       ] [1111/3546] Completed ESAB in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:30.279833] [INFO ] [sig       ] [1112/3546] Forecasting ESCA...
[2025-12-29T20:21:30.279862] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-29T20:21:30.279892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-29T20:21:30.290957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-29T20:21:30.291266] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-29T20:21:30.292203] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-29T20:21:30.292256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:30.292289] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:30.292315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:30.292372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:30.349681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:30.350344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:30.350424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:30.350455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:30.461779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:30.461934] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:21:30.461972] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:30.462000] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:30.465353] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-29T20:21:30.465664] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-29T20:21:30.465795] [INFO ] [sig       ] ESCA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:30.605394] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ESCA.txt
[2025-12-29T20:21:30.605540] [INFO ] [sig       ] [1112/3546] Completed ESCA in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:30.605598] [INFO ] [sig       ] [1113/3546] Forecasting ESE...
[2025-12-29T20:21:30.605630] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-29T20:21:30.605660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-29T20:21:30.618077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-29T20:21:30.618457] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-29T20:21:30.619527] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-29T20:21:30.619596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:30.619632] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:30.619687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:30.619769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:30.677603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:30.678684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:30.678818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:30.678871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:30.795923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:30.796085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:30.796126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:30.796153] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:30.803840] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=28.63%)
[2025-12-29T20:21:30.804309] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-29T20:21:30.804486] [INFO ] [sig       ] ESE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:30.942779] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ESE.txt
[2025-12-29T20:21:30.942936] [INFO ] [sig       ] [1113/3546] Completed ESE in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-29T20:21:30.943168] [INFO ] [sig       ] [1114/3546] Forecasting ESEA...
[2025-12-29T20:21:30.943197] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-29T20:21:30.943226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-29T20:21:30.955672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-29T20:21:30.956059] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-29T20:21:30.957155] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-29T20:21:30.957209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:30.957241] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:30.957267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:30.957335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:31.015801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:31.016909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:31.017008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:31.017042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:31.144619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:31.144775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:31.144813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:31.144840] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:31.148476] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-12-29T20:21:31.148864] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-29T20:21:31.149003] [INFO ] [sig       ] ESEA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:31.296984] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ESEA.txt
[2025-12-29T20:21:31.297124] [INFO ] [sig       ] [1114/3546] Completed ESEA in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-29T20:21:31.297164] [INFO ] [sig       ] [1115/3546] Forecasting ESGD...
[2025-12-29T20:21:31.297193] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-29T20:21:31.297221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-29T20:21:31.309213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-29T20:21:31.309564] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-29T20:21:31.310422] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-29T20:21:31.310477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:31.310509] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:31.310546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:31.310647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:31.367329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:31.368166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:31.368250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:31.368282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:31.491118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:31.491274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:31.491315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:31.491344] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:31.494754] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-29T20:21:31.495029] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-29T20:21:31.495156] [INFO ] [sig       ] ESGD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:31.637375] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ESGD.txt
[2025-12-29T20:21:31.637551] [INFO ] [sig       ] [1115/3546] Completed ESGD in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-29T20:21:31.637610] [INFO ] [sig       ] [1116/3546] Forecasting ESGE...
[2025-12-29T20:21:31.637641] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-29T20:21:31.637670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-29T20:21:31.648932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-29T20:21:31.649286] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-29T20:21:31.650139] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-29T20:21:31.650192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:31.650223] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:31.650249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:31.650307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:31.706558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:31.707432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:31.707517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:31.707549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:31.826851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:31.827005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:31.827044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:31.827073] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:31.830480] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=24.75%)
[2025-12-29T20:21:31.830779] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-29T20:21:31.830909] [INFO ] [sig       ] ESGE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:31.969092] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ESGE.txt
[2025-12-29T20:21:31.969238] [INFO ] [sig       ] [1116/3546] Completed ESGE in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-29T20:21:31.969278] [INFO ] [sig       ] [1117/3546] Forecasting ESI...
[2025-12-29T20:21:31.969306] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-29T20:21:31.969335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-29T20:21:31.980394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-29T20:21:31.980763] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-29T20:21:31.981670] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-29T20:21:31.981725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:31.981757] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:31.981783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:31.981842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:32.039674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:32.040587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:32.040672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:32.040707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:32.163544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:32.163718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:32.163762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:32.163790] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:32.167520] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2025-12-29T20:21:32.167850] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-29T20:21:32.168016] [INFO ] [sig       ] ESI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:32.321337] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ESI.txt
[2025-12-29T20:21:32.321494] [INFO ] [sig       ] [1117/3546] Completed ESI in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-29T20:21:32.321535] [INFO ] [sig       ] [1118/3546] Forecasting ESOA...
[2025-12-29T20:21:32.321565] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-29T20:21:32.321613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-29T20:21:32.333327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-29T20:21:32.333698] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-29T20:21:32.334545] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-29T20:21:32.334630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:32.334668] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:32.334698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:32.334756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:32.393508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:32.394358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:32.394496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:32.394532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:32.527502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:32.527689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:32.527752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:32.527791] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:32.531534] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-12-29T20:21:32.531908] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-29T20:21:32.532065] [INFO ] [sig       ] ESOA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:32.688144] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ESOA.txt
[2025-12-29T20:21:32.688317] [INFO ] [sig       ] [1118/3546] Completed ESOA in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-29T20:21:32.688372] [INFO ] [sig       ] [1119/3546] Forecasting ESPO...
[2025-12-29T20:21:32.688415] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-29T20:21:32.688455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-29T20:21:32.701451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-29T20:21:32.701886] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-29T20:21:32.702796] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-29T20:21:32.702853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:32.702885] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:32.702912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:32.702970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:32.766704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:32.767744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:32.767832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:32.767866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:32.901134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:32.901302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:32.901364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:32.901406] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:32.905231] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-29T20:21:32.905513] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-29T20:21:32.905664] [INFO ] [sig       ] ESPO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:33.054431] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ESPO.txt
[2025-12-29T20:21:33.054594] [INFO ] [sig       ] [1119/3546] Completed ESPO in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-29T20:21:33.054635] [INFO ] [sig       ] [1120/3546] Forecasting ESQ...
[2025-12-29T20:21:33.054665] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-29T20:21:33.054695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-29T20:21:33.065798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-29T20:21:33.066110] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-29T20:21:33.066919] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-29T20:21:33.066972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:33.067003] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:33.067030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:33.067088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:33.124220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:33.125230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:33.125313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:33.125346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:33.242179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:33.242333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:33.242372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:33.242400] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:33.245738] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-29T20:21:33.246036] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-29T20:21:33.246160] [INFO ] [sig       ] ESQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:33.386908] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ESQ.txt
[2025-12-29T20:21:33.387050] [INFO ] [sig       ] [1120/3546] Completed ESQ in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:33.387090] [INFO ] [sig       ] [1121/3546] Forecasting ESTA...
[2025-12-29T20:21:33.387118] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-29T20:21:33.387147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-29T20:21:33.398943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-29T20:21:33.399280] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-29T20:21:33.400138] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-29T20:21:33.400192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:33.400226] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:33.400253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:33.400312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:33.457266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:33.458026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:33.458106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:33.458140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:33.578617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:33.578793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:33.578833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:33.578864] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:33.582471] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=35.40%)
[2025-12-29T20:21:33.582762] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-29T20:21:33.582892] [INFO ] [sig       ] ESTA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:33.726030] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ESTA.txt
[2025-12-29T20:21:33.726187] [INFO ] [sig       ] [1121/3546] Completed ESTA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:33.726229] [INFO ] [sig       ] [1122/3546] Forecasting ESTC...
[2025-12-29T20:21:33.726258] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-29T20:21:33.726288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-29T20:21:33.737510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-29T20:21:33.737838] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-29T20:21:33.738636] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-29T20:21:33.738688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:33.738719] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:33.738745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:33.738833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:33.797800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:33.798507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:33.798607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:33.798641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:33.928748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:33.928938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:33.928990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:33.929019] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:33.932633] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-29T20:21:33.932954] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-29T20:21:33.933086] [INFO ] [sig       ] ESTC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:34.105333] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ESTC.txt
[2025-12-29T20:21:34.105540] [INFO ] [sig       ] [1122/3546] Completed ESTC in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:34.105614] [INFO ] [sig       ] [1123/3546] Forecasting ETB...
[2025-12-29T20:21:34.105653] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-29T20:21:34.105691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-29T20:21:34.118790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-29T20:21:34.119255] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-29T20:21:34.120392] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-29T20:21:34.120462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:34.120509] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:34.120550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:34.120660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:34.191994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:34.192979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:34.193068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:34.193103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:34.315028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:34.315185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:34.315227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:34.315257] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:34.319058] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-29T20:21:34.319371] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-29T20:21:34.319506] [INFO ] [sig       ] ETB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:34.473109] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ETB.txt
[2025-12-29T20:21:34.473258] [INFO ] [sig       ] [1123/3546] Completed ETB in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:34.473298] [INFO ] [sig       ] [1124/3546] Forecasting ETD...
[2025-12-29T20:21:34.473328] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-29T20:21:34.473357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-29T20:21:34.484480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-29T20:21:34.484811] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-29T20:21:34.485609] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-29T20:21:34.485661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:34.485693] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:34.485719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:34.485776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:34.541607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:34.542236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:34.542315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:34.542346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:34.663122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:34.663287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:34.663331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:34.663373] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:34.666831] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-29T20:21:34.667135] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-29T20:21:34.667282] [INFO ] [sig       ] ETD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:34.812757] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ETD.txt
[2025-12-29T20:21:34.812893] [INFO ] [sig       ] [1124/3546] Completed ETD in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:34.812933] [INFO ] [sig       ] [1125/3546] Forecasting ETG...
[2025-12-29T20:21:34.812961] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-29T20:21:34.812990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-29T20:21:34.824465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-29T20:21:34.824793] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-29T20:21:34.825600] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-29T20:21:34.825652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:34.825707] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:34.825735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:34.825793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:34.884946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:34.885795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:34.885875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:34.885906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:35.023674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:35.023872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:35.023914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:35.023944] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:35.027772] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=79.00%)
[2025-12-29T20:21:35.028253] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-29T20:21:35.028391] [INFO ] [sig       ] ETG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:35.174347] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ETG.txt
[2025-12-29T20:21:35.174487] [INFO ] [sig       ] [1125/3546] Completed ETG in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:35.174527] [INFO ] [sig       ] [1126/3546] Forecasting ETHA...
[2025-12-29T20:21:35.174557] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-29T20:21:35.174603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-29T20:21:35.187019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-29T20:21:35.187544] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-29T20:21:35.188544] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-29T20:21:35.188615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:35.188649] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:35.188677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:35.188736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:35.248480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:35.249177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:35.249255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:35.249287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:35.368987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:35.369113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:35.369151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:35.369179] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:35.372417] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-29T20:21:35.372706] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-29T20:21:35.372850] [INFO ] [sig       ] ETHA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:35.512607] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ETHA.txt
[2025-12-29T20:21:35.512747] [INFO ] [sig       ] [1126/3546] Completed ETHA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:35.512787] [INFO ] [sig       ] [1127/3546] Forecasting ETJ...
[2025-12-29T20:21:35.512816] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-29T20:21:35.512845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-29T20:21:35.525928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-29T20:21:35.526530] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-29T20:21:35.527549] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-29T20:21:35.527633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:35.527681] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:35.527718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:35.527799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:35.597801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:35.598845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:35.598934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:35.598968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:35.732958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:35.733128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:35.733170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:35.733198] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:35.736839] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=77.37%)
[2025-12-29T20:21:35.737129] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-29T20:21:35.737261] [INFO ] [sig       ] ETJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:35.888000] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ETJ.txt
[2025-12-29T20:21:35.888148] [INFO ] [sig       ] [1127/3546] Completed ETJ in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:35.888187] [INFO ] [sig       ] [1128/3546] Forecasting ETN...
[2025-12-29T20:21:35.888217] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-29T20:21:35.888249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-29T20:21:35.899711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-29T20:21:35.900064] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-29T20:21:35.900881] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-29T20:21:35.900933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:35.900974] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:35.901001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:35.901059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:35.957810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:35.958638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:35.958722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:35.958754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:36.084713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:36.084878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:36.084918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:36.084982] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:36.088661] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-12-29T20:21:36.088966] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-29T20:21:36.089091] [INFO ] [sig       ] ETN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:36.229680] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ETN.txt
[2025-12-29T20:21:36.229820] [INFO ] [sig       ] [1128/3546] Completed ETN in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:36.229860] [INFO ] [sig       ] [1129/3546] Forecasting ETO...
[2025-12-29T20:21:36.229888] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-29T20:21:36.229917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-29T20:21:36.241490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-29T20:21:36.241846] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-29T20:21:36.242667] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-29T20:21:36.242719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:36.242749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:36.242774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:36.242835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:36.299786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:36.300567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:36.300666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:36.300698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:36.420131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:36.420290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:36.420329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:36.420358] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:36.423869] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-29T20:21:36.424150] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-29T20:21:36.424280] [INFO ] [sig       ] ETO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:36.563965] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ETO.txt
[2025-12-29T20:21:36.564107] [INFO ] [sig       ] [1129/3546] Completed ETO in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:36.564144] [INFO ] [sig       ] [1130/3546] Forecasting ETON...
[2025-12-29T20:21:36.564174] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-29T20:21:36.564202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-29T20:21:36.576368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-29T20:21:36.576714] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-29T20:21:36.577722] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-29T20:21:36.577775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:36.577806] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:36.577832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:36.577891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:36.635899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:36.636701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:36.636781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:36.636813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:36.758823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:36.758994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:36.759043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:36.759074] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:36.762689] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-29T20:21:36.762981] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-29T20:21:36.763116] [INFO ] [sig       ] ETON: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:36.902113] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ETON.txt
[2025-12-29T20:21:36.902247] [INFO ] [sig       ] [1130/3546] Completed ETON in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:36.902285] [INFO ] [sig       ] [1131/3546] Forecasting ETSY...
[2025-12-29T20:21:36.902314] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-29T20:21:36.902343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-29T20:21:36.913906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-29T20:21:36.914235] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-29T20:21:36.915062] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-29T20:21:36.915116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:36.915147] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:36.915173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:36.915231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:36.972200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:36.972959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:36.973041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:36.973072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:37.098651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:37.098817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:37.098857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:37.098886] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:37.102207] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-29T20:21:37.102471] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-29T20:21:37.102613] [INFO ] [sig       ] ETSY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:37.243567] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ETSY.txt
[2025-12-29T20:21:37.243721] [INFO ] [sig       ] [1131/3546] Completed ETSY in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-29T20:21:37.243765] [INFO ] [sig       ] [1132/3546] Forecasting ETY...
[2025-12-29T20:21:37.243796] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-29T20:21:37.243825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-29T20:21:37.256715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-29T20:21:37.257134] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-29T20:21:37.258001] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-29T20:21:37.258057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:37.258090] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:37.258118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:37.258177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:37.323671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:37.324643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:37.324736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:37.324770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:37.451140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:37.451312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:37.451362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:37.451406] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:37.454948] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=63.93%)
[2025-12-29T20:21:37.455257] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-29T20:21:37.455400] [INFO ] [sig       ] ETY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:37.614202] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ETY.txt
[2025-12-29T20:21:37.614387] [INFO ] [sig       ] [1132/3546] Completed ETY in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-29T20:21:37.614432] [INFO ] [sig       ] [1133/3546] Forecasting EUFN...
[2025-12-29T20:21:37.614462] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-29T20:21:37.614492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-29T20:21:37.626222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-29T20:21:37.626635] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-29T20:21:37.627481] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-29T20:21:37.627534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:37.627565] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:37.627610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:37.627668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:37.683874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:37.684758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:37.684843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:37.684875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:37.803394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:37.803546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:37.803602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:37.803633] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:37.806978] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=63.77%)
[2025-12-29T20:21:37.807247] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-29T20:21:37.807390] [INFO ] [sig       ] EUFN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:37.948176] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EUFN.txt
[2025-12-29T20:21:37.948331] [INFO ] [sig       ] [1133/3546] Completed EUFN in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-29T20:21:37.948371] [INFO ] [sig       ] [1134/3546] Forecasting EVAX...
[2025-12-29T20:21:37.948400] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-29T20:21:37.948429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-29T20:21:37.960206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-29T20:21:37.960556] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-29T20:21:37.961554] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-29T20:21:37.961623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:37.961655] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:37.961681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:37.961737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:38.020217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:38.021279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:38.021364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:38.021396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:38.145885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:38.146045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:38.146087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:38.146116] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:38.149583] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-29T20:21:38.149875] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-29T20:21:38.150008] [INFO ] [sig       ] EVAX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:38.290552] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EVAX.txt
[2025-12-29T20:21:38.290729] [INFO ] [sig       ] [1134/3546] Completed EVAX in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-29T20:21:38.290770] [INFO ] [sig       ] [1135/3546] Forecasting EVC...
[2025-12-29T20:21:38.290799] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-29T20:21:38.290828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-29T20:21:38.302779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-29T20:21:38.303149] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-29T20:21:38.303985] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-29T20:21:38.304040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:38.304072] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:38.304098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:38.304157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:38.363830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:38.364734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:38.364858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:38.364893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:38.491304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:38.491462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:38.491522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:38.491554] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:38.495091] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2025-12-29T20:21:38.495400] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-29T20:21:38.495538] [INFO ] [sig       ] EVC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:38.642621] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EVC.txt
[2025-12-29T20:21:38.642793] [INFO ] [sig       ] [1135/3546] Completed EVC in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-29T20:21:38.642836] [INFO ] [sig       ] [1136/3546] Forecasting EVCM...
[2025-12-29T20:21:38.642867] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-29T20:21:38.642897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-29T20:21:38.654959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-29T20:21:38.655373] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-29T20:21:38.656252] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-29T20:21:38.656310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:38.656344] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:38.656374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:38.656441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:38.719012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:38.720035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:38.720144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:38.720178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:38.853154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:38.853322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:38.853364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:38.853395] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:38.858099] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2025-12-29T20:21:38.858537] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-29T20:21:38.858729] [INFO ] [sig       ] EVCM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:39.020753] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EVCM.txt
[2025-12-29T20:21:39.020979] [INFO ] [sig       ] [1136/3546] Completed EVCM in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-29T20:21:39.021043] [INFO ] [sig       ] [1137/3546] Forecasting EVEX...
[2025-12-29T20:21:39.021094] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-29T20:21:39.021140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-29T20:21:39.036893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-29T20:21:39.037405] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-29T20:21:39.038652] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-29T20:21:39.038725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:39.038795] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:39.038839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:39.038936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:39.124500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:39.125745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:39.125906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:39.125962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:39.299717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:39.299958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:39.300016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:39.300059] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:39.305310] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-12-29T20:21:39.305837] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-29T20:21:39.306041] [INFO ] [sig       ] EVEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:39.535361] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EVEX.txt
[2025-12-29T20:21:39.535612] [INFO ] [sig       ] [1137/3546] Completed EVEX in 0.5s | 2.88 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-29T20:21:39.535668] [INFO ] [sig       ] [1138/3546] Forecasting EVF...
[2025-12-29T20:21:39.535708] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-29T20:21:39.535748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-29T20:21:39.553488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-29T20:21:39.553989] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-29T20:21:39.554963] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-29T20:21:39.555021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:39.555054] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:39.555081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:39.555142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:39.637604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:39.638887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:39.639028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:39.639079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:39.805076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:39.805277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:39.805345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:39.805397] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:39.810754] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-29T20:21:39.811235] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-29T20:21:39.811442] [INFO ] [sig       ] EVF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:40.002020] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EVF.txt
[2025-12-29T20:21:40.002294] [INFO ] [sig       ] [1138/3546] Completed EVF in 0.5s | 2.88 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-29T20:21:40.002351] [INFO ] [sig       ] [1139/3546] Forecasting EVG...
[2025-12-29T20:21:40.002392] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-29T20:21:40.002432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-29T20:21:40.016954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-29T20:21:40.017386] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-29T20:21:40.018298] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-29T20:21:40.018367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:40.018445] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:40.018488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:40.018562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:40.084276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:40.085223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:40.085314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:40.085349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:40.227543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:40.227758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:40.227813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:40.227854] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:40.231904] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-12-29T20:21:40.232271] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-29T20:21:40.232460] [INFO ] [sig       ] EVG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:40.386821] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EVG.txt
[2025-12-29T20:21:40.386992] [INFO ] [sig       ] [1139/3546] Completed EVG in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-29T20:21:40.387036] [INFO ] [sig       ] [1140/3546] Forecasting EVGO...
[2025-12-29T20:21:40.387065] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-29T20:21:40.387097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-29T20:21:40.400490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-29T20:21:40.400960] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-29T20:21:40.401901] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-29T20:21:40.401969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:40.402022] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:40.402057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:40.402117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:40.463466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:40.464382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:40.464469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:40.464502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:40.603021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:40.603204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:40.603258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:40.603297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:40.608139] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=16.42%)
[2025-12-29T20:21:40.608600] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-29T20:21:40.608803] [INFO ] [sig       ] EVGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:40.760989] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EVGO.txt
[2025-12-29T20:21:40.761158] [INFO ] [sig       ] [1140/3546] Completed EVGO in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-29T20:21:40.761198] [INFO ] [sig       ] [1141/3546] Forecasting EVH...
[2025-12-29T20:21:40.761228] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-29T20:21:40.761446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-29T20:21:40.773980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-29T20:21:40.774372] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-29T20:21:40.775200] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-29T20:21:40.775253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:40.775285] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:40.775311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:40.775369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:40.837546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:40.838530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:40.838645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:40.838681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:40.964470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:40.964647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:40.964687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:40.964715] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:40.968165] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-12-29T20:21:40.968502] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-29T20:21:40.968681] [INFO ] [sig       ] EVH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:41.123171] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EVH.txt
[2025-12-29T20:21:41.123334] [INFO ] [sig       ] [1141/3546] Completed EVH in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-29T20:21:41.123374] [INFO ] [sig       ] [1142/3546] Forecasting EVN...
[2025-12-29T20:21:41.123404] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-29T20:21:41.123434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-29T20:21:41.135226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-29T20:21:41.135623] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-29T20:21:41.136521] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-29T20:21:41.136604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:41.136671] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:41.136702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:41.136777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:41.195759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:41.196697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:41.196786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:41.196821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:41.311829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:41.311997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:41.312045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:41.312079] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:41.315472] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-12-29T20:21:41.315773] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-29T20:21:41.315903] [INFO ] [sig       ] EVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:41.460251] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EVN.txt
[2025-12-29T20:21:41.460441] [INFO ] [sig       ] [1142/3546] Completed EVN in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-29T20:21:41.460484] [INFO ] [sig       ] [1143/3546] Forecasting EVO...
[2025-12-29T20:21:41.460531] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-29T20:21:41.460564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-29T20:21:41.472470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-29T20:21:41.472878] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-29T20:21:41.473713] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-29T20:21:41.473767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:41.473798] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:41.473823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:41.473880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:41.533049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:41.533938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:41.534023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:41.534056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:41.659482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:41.659664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:41.659705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:41.659734] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:41.663327] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-29T20:21:41.663659] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-29T20:21:41.663797] [INFO ] [sig       ] EVO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:41.814452] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EVO.txt
[2025-12-29T20:21:41.814639] [INFO ] [sig       ] [1143/3546] Completed EVO in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-29T20:21:41.814683] [INFO ] [sig       ] [1144/3546] Forecasting EVRG...
[2025-12-29T20:21:41.814715] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-29T20:21:41.814745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-29T20:21:41.829882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-29T20:21:41.830296] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-29T20:21:41.831333] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-29T20:21:41.831398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:41.831440] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:41.831477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:41.831558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:41.896184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:41.897074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:41.897160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:41.897193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:42.020721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:42.020878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:42.020917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:42.020947] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:42.024764] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=23.86%)
[2025-12-29T20:21:42.025064] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-29T20:21:42.025200] [INFO ] [sig       ] EVRG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:42.179610] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EVRG.txt
[2025-12-29T20:21:42.179773] [INFO ] [sig       ] [1144/3546] Completed EVRG in 0.4s | 2.87 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-29T20:21:42.179813] [INFO ] [sig       ] [1145/3546] Forecasting EVSD...
[2025-12-29T20:21:42.179843] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-29T20:21:42.179874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-29T20:21:42.192725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-29T20:21:42.193173] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-29T20:21:42.194161] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-29T20:21:42.194217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:42.194250] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:42.194277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:42.194336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:42.258488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:42.259497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:42.259605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:42.259643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:42.386055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:42.386407] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:21:42.386447] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:42.386509] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:42.390335] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-12-29T20:21:42.390630] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-29T20:21:42.390758] [INFO ] [sig       ] EVSD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:42.538219] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EVSD.txt
[2025-12-29T20:21:42.538388] [INFO ] [sig       ] [1145/3546] Completed EVSD in 0.4s | 2.87 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-29T20:21:42.538430] [INFO ] [sig       ] [1146/3546] Forecasting EVTC...
[2025-12-29T20:21:42.538459] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-29T20:21:42.538489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-29T20:21:42.551091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-29T20:21:42.551463] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-29T20:21:42.552274] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-29T20:21:42.552328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:42.552360] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:42.552387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:42.552445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:42.613302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:42.614204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:42.614292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:42.614325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:42.745440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:42.745619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:42.745663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:42.745712] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:42.749265] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-12-29T20:21:42.749589] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-29T20:21:42.749732] [INFO ] [sig       ] EVTC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:42.899826] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EVTC.txt
[2025-12-29T20:21:42.899992] [INFO ] [sig       ] [1146/3546] Completed EVTC in 0.4s | 2.87 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-29T20:21:42.900035] [INFO ] [sig       ] [1147/3546] Forecasting EVTL...
[2025-12-29T20:21:42.900065] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-29T20:21:42.900094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-29T20:21:42.911800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-29T20:21:42.912154] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-29T20:21:42.913011] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-29T20:21:42.913065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:42.913097] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:42.913125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:42.913196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:42.970458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:42.971153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:42.971233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:42.971265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:43.094436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:43.094591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:43.094633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:43.094663] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:43.098066] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-29T20:21:43.098345] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-29T20:21:43.098471] [INFO ] [sig       ] EVTL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:43.288653] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EVTL.txt
[2025-12-29T20:21:43.288823] [INFO ] [sig       ] [1147/3546] Completed EVTL in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:43.288862] [INFO ] [sig       ] [1148/3546] Forecasting EWBC...
[2025-12-29T20:21:43.288893] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-29T20:21:43.288923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-29T20:21:43.301268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-29T20:21:43.301630] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-29T20:21:43.302419] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-29T20:21:43.302470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:43.302502] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:43.302529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:43.302614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:43.363961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:43.364860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:43.364948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:43.364998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:43.504922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:43.505091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:43.505132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:43.505161] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:43.508686] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=67.39%)
[2025-12-29T20:21:43.509042] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-29T20:21:43.509194] [INFO ] [sig       ] EWBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:43.655599] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EWBC.txt
[2025-12-29T20:21:43.655775] [INFO ] [sig       ] [1148/3546] Completed EWBC in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:43.655824] [INFO ] [sig       ] [1149/3546] Forecasting EWCZ...
[2025-12-29T20:21:43.655855] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-29T20:21:43.655884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-29T20:21:43.667915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-29T20:21:43.668245] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-29T20:21:43.669123] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-29T20:21:43.669180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:43.669212] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:43.669239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:43.669297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:43.731860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:43.732759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:43.732885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:43.732948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:43.860197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:43.860555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:43.860637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:43.860672] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:43.864538] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-29T20:21:43.864839] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-29T20:21:43.864972] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:44.008802] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EWCZ.txt
[2025-12-29T20:21:44.008947] [INFO ] [sig       ] [1149/3546] Completed EWCZ in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:44.008988] [INFO ] [sig       ] [1150/3546] Forecasting EWTX...
[2025-12-29T20:21:44.009017] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-29T20:21:44.009045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-29T20:21:44.022501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-29T20:21:44.022932] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-29T20:21:44.023766] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-29T20:21:44.023820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:44.023852] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:44.023877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:44.023946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:44.085488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:44.086416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:44.086508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:44.086541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:44.206777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:44.206933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:44.206972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:44.207005] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:44.210403] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-12-29T20:21:44.210695] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-29T20:21:44.210821] [INFO ] [sig       ] EWTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:44.352958] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EWTX.txt
[2025-12-29T20:21:44.353119] [INFO ] [sig       ] [1150/3546] Completed EWTX in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:44.353159] [INFO ] [sig       ] [1151/3546] Forecasting EWZS...
[2025-12-29T20:21:44.353187] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-29T20:21:44.353217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-29T20:21:44.365258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-29T20:21:44.365684] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-29T20:21:44.366595] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-29T20:21:44.366650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:44.366681] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:44.366710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:44.366768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:44.423454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:44.424356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:44.424442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:44.424475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:44.551843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:44.552010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:44.552050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:44.552079] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:44.555753] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-12-29T20:21:44.556046] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-29T20:21:44.556179] [INFO ] [sig       ] EWZS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:44.702981] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EWZS.txt
[2025-12-29T20:21:44.703143] [INFO ] [sig       ] [1151/3546] Completed EWZS in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:44.703185] [INFO ] [sig       ] [1152/3546] Forecasting EXAS...
[2025-12-29T20:21:44.703213] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-29T20:21:44.703243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-29T20:21:44.715223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-29T20:21:44.715566] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-29T20:21:44.716390] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-29T20:21:44.716442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:44.716473] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:44.716500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:44.716558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:44.774290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:44.774963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:44.775082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:44.775117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:44.917650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:44.917811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:44.917853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:44.917891] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:44.922150] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-29T20:21:44.922778] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-29T20:21:44.922925] [INFO ] [sig       ] EXAS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:45.069971] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EXAS.txt
[2025-12-29T20:21:45.070124] [INFO ] [sig       ] [1152/3546] Completed EXAS in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:45.070357] [INFO ] [sig       ] [1153/3546] Forecasting EXC...
[2025-12-29T20:21:45.070387] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-29T20:21:45.070417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-29T20:21:45.083242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-29T20:21:45.083649] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-29T20:21:45.084514] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-29T20:21:45.084590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:45.084628] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:45.084656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:45.084716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:45.144437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:45.145308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:45.145390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:45.145422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:45.266674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:45.266822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:45.266861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:45.266889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:45.270304] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-29T20:21:45.270590] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-29T20:21:45.270719] [INFO ] [sig       ] EXC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:45.410132] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXC.txt
[2025-12-29T20:21:45.410258] [INFO ] [sig       ] [1153/3546] Completed EXC in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:45.410295] [INFO ] [sig       ] [1154/3546] Forecasting EXEL...
[2025-12-29T20:21:45.410324] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-29T20:21:45.410353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-29T20:21:45.421747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-29T20:21:45.422040] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-29T20:21:45.422827] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-29T20:21:45.422880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:45.422911] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:45.422937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:45.422995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:45.482398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:45.483069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:45.483149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:45.483181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:45.603650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:45.603802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:45.603841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:45.603869] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:45.607200] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=49.16%)
[2025-12-29T20:21:45.607469] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-29T20:21:45.607609] [INFO ] [sig       ] EXEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:45.747651] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXEL.txt
[2025-12-29T20:21:45.747782] [INFO ] [sig       ] [1154/3546] Completed EXEL in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:45.747822] [INFO ] [sig       ] [1155/3546] Forecasting EXFY...
[2025-12-29T20:21:45.747851] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-29T20:21:45.747880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-29T20:21:45.759951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-29T20:21:45.760343] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-29T20:21:45.761168] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-29T20:21:45.761222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:45.761253] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:45.761278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:45.761335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:45.819839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:45.820758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:45.820847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:45.820881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:45.945759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:45.945918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:45.945957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:45.945991] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:45.949619] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-29T20:21:45.949938] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-29T20:21:45.950079] [INFO ] [sig       ] EXFY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:46.099500] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXFY.txt
[2025-12-29T20:21:46.099723] [INFO ] [sig       ] [1155/3546] Completed EXFY in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:46.099769] [INFO ] [sig       ] [1156/3546] Forecasting EXG...
[2025-12-29T20:21:46.099804] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-29T20:21:46.099840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-29T20:21:46.111850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-29T20:21:46.112261] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-29T20:21:46.113499] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-29T20:21:46.113553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:46.113617] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:46.113648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:46.113707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:46.177176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:46.178091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:46.178186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:46.178220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:46.305485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:46.305667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:46.305710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:46.305740] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:46.309292] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-12-29T20:21:46.309639] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-29T20:21:46.309779] [INFO ] [sig       ] EXG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:46.463715] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXG.txt
[2025-12-29T20:21:46.463890] [INFO ] [sig       ] [1156/3546] Completed EXG in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:46.463933] [INFO ] [sig       ] [1157/3546] Forecasting EXK...
[2025-12-29T20:21:46.463963] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-29T20:21:46.463993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-29T20:21:46.477425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-29T20:21:46.477806] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-29T20:21:46.478677] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-29T20:21:46.478731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:46.478788] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:46.478821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:46.478903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:46.543367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:46.544269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:46.544371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:46.544413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:46.669449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:46.669621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:46.669663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:46.669691] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:46.673254] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-12-29T20:21:46.673730] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-29T20:21:46.673855] [INFO ] [sig       ] EXK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:46.813810] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXK.txt
[2025-12-29T20:21:46.813944] [INFO ] [sig       ] [1157/3546] Completed EXK in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-29T20:21:46.813983] [INFO ] [sig       ] [1158/3546] Forecasting EXLS...
[2025-12-29T20:21:46.814011] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-29T20:21:46.814039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-29T20:21:46.825430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-29T20:21:46.825734] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-29T20:21:46.826531] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-29T20:21:46.826602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:46.826636] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:46.826664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:46.826722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:46.883754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:46.884588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:46.884666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:46.884697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:47.011315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:47.011464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:47.011503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:47.011531] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:47.014890] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-12-29T20:21:47.015162] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-29T20:21:47.015283] [INFO ] [sig       ] EXLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:47.160338] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EXLS.txt
[2025-12-29T20:21:47.160495] [INFO ] [sig       ] [1158/3546] Completed EXLS in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-29T20:21:47.160534] [INFO ] [sig       ] [1159/3546] Forecasting EXP...
[2025-12-29T20:21:47.160564] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-29T20:21:47.160613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-29T20:21:47.173124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-29T20:21:47.173712] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-29T20:21:47.174625] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-29T20:21:47.174682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:47.174751] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:47.174787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:47.174884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:47.233558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:47.234478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:47.234568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:47.234623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:47.354383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:47.354589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:47.354634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:47.354663] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:47.358704] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-29T20:21:47.359086] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-29T20:21:47.359234] [INFO ] [sig       ] EXP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:47.504865] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EXP.txt
[2025-12-29T20:21:47.505035] [INFO ] [sig       ] [1159/3546] Completed EXP in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-29T20:21:47.505076] [INFO ] [sig       ] [1160/3546] Forecasting EXPD...
[2025-12-29T20:21:47.505104] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-29T20:21:47.505133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-29T20:21:47.516943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-29T20:21:47.517274] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-29T20:21:47.518074] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-29T20:21:47.518126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:47.518158] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:47.518184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:47.518242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:47.577889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:47.578841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:47.578942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:47.578986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:47.703758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:47.703913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:47.703953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:47.703981] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:47.707298] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-29T20:21:47.707567] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-29T20:21:47.707710] [INFO ] [sig       ] EXPD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:47.849838] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXPD.txt
[2025-12-29T20:21:47.850010] [INFO ] [sig       ] [1160/3546] Completed EXPD in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-29T20:21:47.850064] [INFO ] [sig       ] [1161/3546] Forecasting EXPE...
[2025-12-29T20:21:47.850097] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-29T20:21:47.850128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-29T20:21:47.862375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-29T20:21:47.862774] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-29T20:21:47.863607] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-29T20:21:47.863661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:47.863694] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:47.863721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:47.863780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:47.923232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:47.924113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:47.924199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:47.924234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:48.048432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:48.048609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:48.048649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:48.048677] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:48.052217] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-29T20:21:48.052533] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-29T20:21:48.052695] [INFO ] [sig       ] EXPE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:48.205772] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXPE.txt
[2025-12-29T20:21:48.205976] [INFO ] [sig       ] [1161/3546] Completed EXPE in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-29T20:21:48.206066] [INFO ] [sig       ] [1162/3546] Forecasting EXPI...
[2025-12-29T20:21:48.206109] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-29T20:21:48.206153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-29T20:21:48.223115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-29T20:21:48.223635] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-29T20:21:48.224824] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-29T20:21:48.224895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:48.224939] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:48.224978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:48.225064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:48.317015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:48.318368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:48.318487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:48.318542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:48.448255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:48.448427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:48.448471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:48.448537] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:48.452016] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-12-29T20:21:48.452295] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-29T20:21:48.452427] [INFO ] [sig       ] EXPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:48.599196] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXPI.txt
[2025-12-29T20:21:48.599374] [INFO ] [sig       ] [1162/3546] Completed EXPI in 0.4s | 2.87 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-29T20:21:48.599422] [INFO ] [sig       ] [1163/3546] Forecasting EXPO...
[2025-12-29T20:21:48.599454] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-29T20:21:48.599485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-29T20:21:48.611486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-29T20:21:48.611824] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-29T20:21:48.612682] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-29T20:21:48.612749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:48.612793] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:48.612825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:48.612883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:48.671380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:48.672099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:48.672186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:48.672219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:48.797164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:48.797317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:48.797357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:48.797387] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:48.801547] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=16.55%)
[2025-12-29T20:21:48.801834] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-29T20:21:48.801959] [INFO ] [sig       ] EXPO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:48.940853] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/EXPO.txt
[2025-12-29T20:21:48.940993] [INFO ] [sig       ] [1163/3546] Completed EXPO in 0.3s | 2.87 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-29T20:21:48.941032] [INFO ] [sig       ] [1164/3546] Forecasting EYE...
[2025-12-29T20:21:48.941061] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-29T20:21:48.941089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-29T20:21:48.952334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-29T20:21:48.952654] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-29T20:21:48.953457] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-29T20:21:48.953510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:48.953541] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:48.953567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:48.953656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:49.009610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:49.010489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:49.010592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:49.010626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:49.130319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:49.130473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:49.130511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:49.130540] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:49.133894] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-29T20:21:49.134164] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-29T20:21:49.134288] [INFO ] [sig       ] EYE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:49.274795] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EYE.txt
[2025-12-29T20:21:49.274927] [INFO ] [sig       ] [1164/3546] Completed EYE in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:49.274965] [INFO ] [sig       ] [1165/3546] Forecasting EZGO...
[2025-12-29T20:21:49.274994] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-29T20:21:49.275024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-29T20:21:49.286357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-29T20:21:49.286683] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-29T20:21:49.287454] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-29T20:21:49.287505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:49.287536] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:49.287562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:49.287640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:49.345349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:49.346026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:49.346112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:49.346151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:49.460201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:49.460357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:49.460398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:49.460425] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:49.464115] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-29T20:21:49.464530] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-29T20:21:49.464682] [INFO ] [sig       ] EZGO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:49.608005] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/EZGO.txt
[2025-12-29T20:21:49.608153] [INFO ] [sig       ] [1165/3546] Completed EZGO in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:49.608190] [INFO ] [sig       ] [1166/3546] Forecasting F...
[2025-12-29T20:21:49.608221] [INFO ] [sig       ] Generating forecast for: F
[2025-12-29T20:21:49.608249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-29T20:21:49.619949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-29T20:21:49.620305] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-29T20:21:49.621099] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-29T20:21:49.621151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:49.621183] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:49.621210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:49.621267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:49.682094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:49.682958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:49.683041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:49.683073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:49.804709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:49.804859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:49.804898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:49.804927] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:49.808254] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-29T20:21:49.808524] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-29T20:21:49.808668] [INFO ] [sig       ] F: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:49.947692] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/F.txt
[2025-12-29T20:21:49.947822] [INFO ] [sig       ] [1166/3546] Completed F in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:49.947887] [INFO ] [sig       ] [1167/3546] Forecasting FA...
[2025-12-29T20:21:49.947920] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-29T20:21:49.947950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-29T20:21:49.959649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-29T20:21:49.959934] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-29T20:21:49.960727] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-29T20:21:49.960779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:49.960810] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:49.960836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:49.960893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:50.018692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:50.019752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:50.019834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:50.019866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:50.140307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:50.140669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:50.140709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:50.140737] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:50.144075] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-29T20:21:50.144339] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-29T20:21:50.144485] [INFO ] [sig       ] FA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:50.288355] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FA.txt
[2025-12-29T20:21:50.288514] [INFO ] [sig       ] [1167/3546] Completed FA in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:50.288555] [INFO ] [sig       ] [1168/3546] Forecasting FAF...
[2025-12-29T20:21:50.288619] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-29T20:21:50.288654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-29T20:21:50.299833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-29T20:21:50.300107] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-29T20:21:50.300892] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-29T20:21:50.300943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:50.300975] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:50.301001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:50.301058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:50.359406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:50.360145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:50.360228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:50.360262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:50.475096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:50.475251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:50.475293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:50.475324] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:50.478737] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-29T20:21:50.479035] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-29T20:21:50.479182] [INFO ] [sig       ] FAF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:50.616547] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FAF.txt
[2025-12-29T20:21:50.616695] [INFO ] [sig       ] [1168/3546] Completed FAF in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:50.616732] [INFO ] [sig       ] [1169/3546] Forecasting FALN...
[2025-12-29T20:21:50.616760] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-29T20:21:50.616789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-29T20:21:50.628139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-29T20:21:50.628403] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-29T20:21:50.629215] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-29T20:21:50.629268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:50.629299] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:50.629326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:50.629388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:50.686613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:50.687323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:50.687406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:50.687469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:50.808923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:50.809080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:50.809125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:50.809161] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:50.812655] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-12-29T20:21:50.812945] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-29T20:21:50.813077] [INFO ] [sig       ] FALN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:50.952181] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FALN.txt
[2025-12-29T20:21:50.952330] [INFO ] [sig       ] [1169/3546] Completed FALN in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:50.952370] [INFO ] [sig       ] [1170/3546] Forecasting FANG...
[2025-12-29T20:21:50.952400] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-29T20:21:50.952430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-29T20:21:50.964204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-29T20:21:50.964513] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-29T20:21:50.965303] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-29T20:21:50.965356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:50.965387] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:50.965414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:50.965472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:51.025278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:51.026112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:51.026196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:51.026232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:51.150326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:51.150486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:51.150529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:51.150593] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:51.154547] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-29T20:21:51.154853] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-29T20:21:51.154989] [INFO ] [sig       ] FANG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:51.297255] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FANG.txt
[2025-12-29T20:21:51.297397] [INFO ] [sig       ] [1170/3546] Completed FANG in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:51.297437] [INFO ] [sig       ] [1171/3546] Forecasting FARM...
[2025-12-29T20:21:51.297466] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-29T20:21:51.297495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-29T20:21:51.308867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-29T20:21:51.309145] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-29T20:21:51.309942] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-29T20:21:51.309994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:51.310025] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:51.310051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:51.310108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:51.367177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:51.367821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:51.367898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:51.367931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:51.491873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:51.492023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:51.492061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:51.492089] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:51.495607] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-12-29T20:21:51.495872] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-29T20:21:51.495992] [INFO ] [sig       ] FARM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:51.642220] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FARM.txt
[2025-12-29T20:21:51.642385] [INFO ] [sig       ] [1171/3546] Completed FARM in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:51.642425] [INFO ] [sig       ] [1172/3546] Forecasting FBIN...
[2025-12-29T20:21:51.642457] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-29T20:21:51.642487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-29T20:21:51.654727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-29T20:21:51.655125] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-29T20:21:51.655958] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-29T20:21:51.656010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:51.656041] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:51.656069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:51.656129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:51.715159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:51.715970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:51.716069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:51.716102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:51.846483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:51.846648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:51.846687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:51.846714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:51.850072] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-29T20:21:51.850372] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-29T20:21:51.850494] [INFO ] [sig       ] FBIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:51.995307] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FBIN.txt
[2025-12-29T20:21:51.995712] [INFO ] [sig       ] [1172/3546] Completed FBIN in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:51.995769] [INFO ] [sig       ] [1173/3546] Forecasting FBIO...
[2025-12-29T20:21:51.995812] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-29T20:21:51.995853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-29T20:21:52.008597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-29T20:21:52.008936] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-29T20:21:52.009946] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-29T20:21:52.009999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:52.010031] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:52.010059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:52.010309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:52.068409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:52.069173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:52.069257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:52.069290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:52.190380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:52.190530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:52.190584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:52.190616] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:52.193985] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-29T20:21:52.194255] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-29T20:21:52.194381] [INFO ] [sig       ] FBIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:52.333552] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FBIO.txt
[2025-12-29T20:21:52.333697] [INFO ] [sig       ] [1173/3546] Completed FBIO in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:52.333737] [INFO ] [sig       ] [1174/3546] Forecasting FBIZ...
[2025-12-29T20:21:52.333766] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-29T20:21:52.333795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-29T20:21:52.345196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-29T20:21:52.345588] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-29T20:21:52.346400] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-29T20:21:52.346453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:52.346497] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:52.346527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:52.346605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:52.403437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:52.404125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:52.404205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:52.404240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:52.524670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:52.524823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:52.524861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:52.524889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:52.528233] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-29T20:21:52.528499] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-29T20:21:52.528642] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:52.674476] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FBIZ.txt
[2025-12-29T20:21:52.674651] [INFO ] [sig       ] [1174/3546] Completed FBIZ in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-29T20:21:52.674691] [INFO ] [sig       ] [1175/3546] Forecasting FBK...
[2025-12-29T20:21:52.674720] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-29T20:21:52.674750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-29T20:21:52.688256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-29T20:21:52.688708] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-29T20:21:52.689804] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-29T20:21:52.689871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:52.689913] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:52.689949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:52.690030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:52.756852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:52.757714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:52.757797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:52.757831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:52.875491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:52.875666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:52.875708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:52.875737] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:52.879108] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-29T20:21:52.879375] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-29T20:21:52.879499] [INFO ] [sig       ] FBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:53.020789] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FBK.txt
[2025-12-29T20:21:53.020952] [INFO ] [sig       ] [1175/3546] Completed FBK in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-29T20:21:53.020993] [INFO ] [sig       ] [1176/3546] Forecasting FBL...
[2025-12-29T20:21:53.021022] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-29T20:21:53.021051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-29T20:21:53.038227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-29T20:21:53.039128] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-29T20:21:53.040705] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-29T20:21:53.040772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:53.040855] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:53.040892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:53.040972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:53.122082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:53.123539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:53.123708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:53.123753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:53.281251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:53.281488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:53.281534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:53.281562] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:53.286129] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-12-29T20:21:53.286453] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-29T20:21:53.286617] [INFO ] [sig       ] FBL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:53.435213] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FBL.txt
[2025-12-29T20:21:53.435406] [INFO ] [sig       ] [1176/3546] Completed FBL in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-29T20:21:53.435457] [INFO ] [sig       ] [1177/3546] Forecasting FBNC...
[2025-12-29T20:21:53.435489] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-29T20:21:53.435530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-29T20:21:53.450143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-29T20:21:53.450711] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-29T20:21:53.451679] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-29T20:21:53.451739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:53.451773] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:53.451799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:53.451859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:53.513712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:53.514685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:53.514785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:53.514816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:53.640775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:53.641013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:53.641059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:53.641087] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:53.645613] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-12-29T20:21:53.645919] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-29T20:21:53.646053] [INFO ] [sig       ] FBNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:53.802397] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FBNC.txt
[2025-12-29T20:21:53.802608] [INFO ] [sig       ] [1177/3546] Completed FBNC in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-29T20:21:53.802653] [INFO ] [sig       ] [1178/3546] Forecasting FBP...
[2025-12-29T20:21:53.802682] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-29T20:21:53.802720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-29T20:21:53.817168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-29T20:21:53.817556] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-29T20:21:53.818852] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-29T20:21:53.818908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:53.818941] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:53.818966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:53.819023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:53.877396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:53.878133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:53.878221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:53.878253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:54.001652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:54.001822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:54.001862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:54.001891] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:54.005482] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-29T20:21:54.005775] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-29T20:21:54.005906] [INFO ] [sig       ] FBP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:54.209687] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FBP.txt
[2025-12-29T20:21:54.209835] [INFO ] [sig       ] [1178/3546] Completed FBP in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-29T20:21:54.209875] [INFO ] [sig       ] [1179/3546] Forecasting FC...
[2025-12-29T20:21:54.209905] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-29T20:21:54.209936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-29T20:21:54.222853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-29T20:21:54.223142] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-29T20:21:54.224177] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-29T20:21:54.224231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:54.224262] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:54.224288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:54.224346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:54.292812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:54.293720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:54.293806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:54.293839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:54.423043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:54.423202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:54.423240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:54.423328] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:54.427109] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=47.57%)
[2025-12-29T20:21:54.427391] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-29T20:21:54.427521] [INFO ] [sig       ] FC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:54.578984] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FC.txt
[2025-12-29T20:21:54.579158] [INFO ] [sig       ] [1179/3546] Completed FC in 0.4s | 2.87 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-29T20:21:54.579199] [INFO ] [sig       ] [1180/3546] Forecasting FCAL...
[2025-12-29T20:21:54.579230] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-29T20:21:54.579260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-29T20:21:54.592085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-29T20:21:54.592530] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-29T20:21:54.593473] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-29T20:21:54.593530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:54.593562] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:54.593611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:54.593671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:54.654594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:54.655769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:54.655884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:54.655921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:54.765697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:54.765860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:54.765901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:54.765929] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:54.770292] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-12-29T20:21:54.770836] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-29T20:21:54.770977] [INFO ] [sig       ] FCAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:54.926877] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FCAL.txt
[2025-12-29T20:21:54.927045] [INFO ] [sig       ] [1180/3546] Completed FCAL in 0.3s | 2.87 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-29T20:21:54.927086] [INFO ] [sig       ] [1181/3546] Forecasting FCBC...
[2025-12-29T20:21:54.927114] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-29T20:21:54.927144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-29T20:21:54.938396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-29T20:21:54.938839] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-29T20:21:54.939675] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-29T20:21:54.939727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:54.939758] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:54.939783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:54.939840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:54.997960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:54.998890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:54.998979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:54.999012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:55.128969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:55.129130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:55.129171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:55.129200] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:55.132764] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-12-29T20:21:55.133108] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-29T20:21:55.133256] [INFO ] [sig       ] FCBC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:55.276447] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FCBC.txt
[2025-12-29T20:21:55.276633] [INFO ] [sig       ] [1181/3546] Completed FCBC in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:55.276677] [INFO ] [sig       ] [1182/3546] Forecasting FCCO...
[2025-12-29T20:21:55.276705] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-29T20:21:55.276735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-29T20:21:55.289279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-29T20:21:55.289690] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-29T20:21:55.290489] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-29T20:21:55.290542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:55.290592] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:55.290621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:55.290680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:55.347221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:55.348204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:55.348292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:55.348323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:55.473050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:55.473210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:55.473249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:55.473277] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:55.476702] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-29T20:21:55.477036] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-29T20:21:55.477178] [INFO ] [sig       ] FCCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:55.618836] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FCCO.txt
[2025-12-29T20:21:55.619007] [INFO ] [sig       ] [1182/3546] Completed FCCO in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:55.619047] [INFO ] [sig       ] [1183/3546] Forecasting FCEL...
[2025-12-29T20:21:55.619077] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-29T20:21:55.619106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-29T20:21:55.631898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-29T20:21:55.632298] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-29T20:21:55.633121] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-29T20:21:55.633174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:55.633206] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:55.633233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:55.633290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:55.691292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:55.692188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:55.692274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:55.692309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:55.812703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:55.813304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:55.813347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:55.813375] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:55.816854] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=69.43%)
[2025-12-29T20:21:55.817173] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-29T20:21:55.817321] [INFO ] [sig       ] FCEL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:55.960234] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FCEL.txt
[2025-12-29T20:21:55.960400] [INFO ] [sig       ] [1183/3546] Completed FCEL in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:55.960441] [INFO ] [sig       ] [1184/3546] Forecasting FCF...
[2025-12-29T20:21:55.960471] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-29T20:21:55.960500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-29T20:21:55.972356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-29T20:21:55.972799] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-29T20:21:55.973632] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-29T20:21:55.973686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:55.973717] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:55.973743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:55.973800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:56.029838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:56.030759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:56.030844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:56.030876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:56.150306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:56.150461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:56.150501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:56.150529] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:56.153880] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-29T20:21:56.154151] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-29T20:21:56.154273] [INFO ] [sig       ] FCF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:56.303199] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FCF.txt
[2025-12-29T20:21:56.303374] [INFO ] [sig       ] [1184/3546] Completed FCF in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:56.303415] [INFO ] [sig       ] [1185/3546] Forecasting FCFS...
[2025-12-29T20:21:56.303443] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-29T20:21:56.303472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-29T20:21:56.315444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-29T20:21:56.315864] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-29T20:21:56.316719] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-29T20:21:56.316771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:56.316802] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:56.316827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:56.316895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:56.374599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:56.375479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:56.375564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:56.375618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:56.504133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:56.504314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:56.504362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:56.504390] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:56.508317] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2025-12-29T20:21:56.508676] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-29T20:21:56.508841] [INFO ] [sig       ] FCFS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:56.651334] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FCFS.txt
[2025-12-29T20:21:56.651506] [INFO ] [sig       ] [1185/3546] Completed FCFS in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:56.651548] [INFO ] [sig       ] [1186/3546] Forecasting FCN...
[2025-12-29T20:21:56.651595] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-29T20:21:56.651627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-29T20:21:56.663629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-29T20:21:56.664055] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-29T20:21:56.664978] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-29T20:21:56.665035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:56.665067] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:56.665101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:56.665175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:56.724886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:56.725872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:56.726017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:56.726052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:56.847615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:56.847773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:56.847814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:56.847843] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:56.851354] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-29T20:21:56.851698] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-29T20:21:56.851838] [INFO ] [sig       ] FCN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:56.994442] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FCN.txt
[2025-12-29T20:21:56.994629] [INFO ] [sig       ] [1186/3546] Completed FCN in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:56.994673] [INFO ] [sig       ] [1187/3546] Forecasting FCNCA...
[2025-12-29T20:21:56.994703] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-29T20:21:56.994733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-29T20:21:57.006082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-29T20:21:57.006494] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-29T20:21:57.007323] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-29T20:21:57.007388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:57.007420] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:57.007446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:57.007503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:57.065471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:57.066355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:57.066440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:57.066472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:57.186416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:57.186612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:57.186655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:57.186685] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:57.190296] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-29T20:21:57.190648] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-29T20:21:57.190790] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:57.333472] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FCNCA.txt
[2025-12-29T20:21:57.333642] [INFO ] [sig       ] [1187/3546] Completed FCNCA in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:57.333684] [INFO ] [sig       ] [1188/3546] Forecasting FCNCO...
[2025-12-29T20:21:57.333714] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-29T20:21:57.333752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-29T20:21:57.344828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-29T20:21:57.345253] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-29T20:21:57.346122] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-29T20:21:57.346175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:57.346205] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:57.346230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:57.346289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:57.405075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:57.405946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:57.406027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:57.406059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:57.506174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:57.506335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:57.506375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:57.506402] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:57.509884] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-29T20:21:57.510187] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-29T20:21:57.510324] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:57.660776] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FCNCO.txt
[2025-12-29T20:21:57.660941] [INFO ] [sig       ] [1188/3546] Completed FCNCO in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:57.660982] [INFO ] [sig       ] [1189/3546] Forecasting FCNCP...
[2025-12-29T20:21:57.661011] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-29T20:21:57.661040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-29T20:21:57.672239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-29T20:21:57.672561] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-29T20:21:57.673385] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-29T20:21:57.673437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:57.673469] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:57.673495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:57.673553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:57.730251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:57.731005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:57.731087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:57.731120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:57.836689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:57.836846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:57.836885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:57.836913] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:57.840405] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-12-29T20:21:57.840747] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-29T20:21:57.840891] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:57.986402] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FCNCP.txt
[2025-12-29T20:21:57.986561] [INFO ] [sig       ] [1189/3546] Completed FCNCP in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:57.986620] [INFO ] [sig       ] [1190/3546] Forecasting FCTE...
[2025-12-29T20:21:57.986653] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-29T20:21:57.986683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-29T20:21:57.998137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-29T20:21:57.998492] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-29T20:21:57.999398] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-29T20:21:57.999452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:57.999483] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:57.999510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:57.999567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:58.056772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:58.057689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:58.057776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:58.057809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:58.188095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:58.188262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:58.188303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:58.188331] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:58.191871] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=31.47%)
[2025-12-29T20:21:58.192260] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-29T20:21:58.192422] [INFO ] [sig       ] FCTE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:58.337552] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FCTE.txt
[2025-12-29T20:21:58.337740] [INFO ] [sig       ] [1190/3546] Completed FCTE in 0.4s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:58.337782] [INFO ] [sig       ] [1191/3546] Forecasting FCX...
[2025-12-29T20:21:58.337815] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-29T20:21:58.337844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-29T20:21:58.350143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-29T20:21:58.350532] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-29T20:21:58.351365] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-29T20:21:58.351417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:58.351450] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:58.351476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:58.351534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:58.423714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:58.424566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:58.424671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:58.424705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:58.557363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:58.557525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:58.557590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:58.557623] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:58.561111] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-12-29T20:21:58.561407] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-29T20:21:58.561548] [INFO ] [sig       ] FCX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:21:58.701373] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FCX.txt
[2025-12-29T20:21:58.701532] [INFO ] [sig       ] [1191/3546] Completed FCX in 0.4s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:58.701593] [INFO ] [sig       ] [1192/3546] Forecasting FDBC...
[2025-12-29T20:21:58.701624] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-29T20:21:58.701653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-29T20:21:58.712071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-29T20:21:58.712411] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-29T20:21:58.713236] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-29T20:21:58.713290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:58.713324] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:58.713352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:58.713409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:58.781640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:58.782783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:58.782889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:58.782936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:58.878731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:58.878914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:58.878955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:58.878982] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:58.882436] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-29T20:21:58.882771] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-29T20:21:58.882910] [INFO ] [sig       ] FDBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:59.034975] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FDBC.txt
[2025-12-29T20:21:59.035137] [INFO ] [sig       ] [1192/3546] Completed FDBC in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-29T20:21:59.035196] [INFO ] [sig       ] [1193/3546] Forecasting FDIF...
[2025-12-29T20:21:59.035230] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-29T20:21:59.035260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-29T20:21:59.047370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-29T20:21:59.047801] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-29T20:21:59.048696] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-29T20:21:59.048799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:59.048836] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:59.048864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:59.048924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:59.111350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:59.112263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:59.112351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:59.112385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:59.223846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:59.224008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:59.224052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:59.224080] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:59.227666] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-29T20:21:59.227955] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-29T20:21:59.228091] [INFO ] [sig       ] FDIF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:59.382703] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FDIF.txt
[2025-12-29T20:21:59.382857] [INFO ] [sig       ] [1193/3546] Completed FDIF in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-29T20:21:59.382898] [INFO ] [sig       ] [1194/3546] Forecasting FDIG...
[2025-12-29T20:21:59.382928] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-29T20:21:59.382959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-29T20:21:59.395753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-29T20:21:59.396153] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-29T20:21:59.397049] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-29T20:21:59.397104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:59.397136] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:59.397163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:59.397221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:59.462101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:59.463020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:59.463122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:59.463164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:59.588526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:59.588723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:59.588793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:59.588827] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:59.592538] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-12-29T20:21:59.592864] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-29T20:21:59.592999] [INFO ] [sig       ] FDIG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:21:59.745217] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FDIG.txt
[2025-12-29T20:21:59.745380] [INFO ] [sig       ] [1194/3546] Completed FDIG in 0.4s | 2.87 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-29T20:21:59.745419] [INFO ] [sig       ] [1195/3546] Forecasting FDP...
[2025-12-29T20:21:59.745449] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-29T20:21:59.745477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-29T20:21:59.756753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-29T20:21:59.757052] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-29T20:21:59.757858] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-29T20:21:59.757911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:21:59.757942] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:21:59.757968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:21:59.758025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:21:59.813768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:21:59.814656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:21:59.814738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:21:59.814770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:21:59.934856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:21:59.935012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:21:59.935052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:21:59.935079] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:21:59.938436] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2025-12-29T20:21:59.938730] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-29T20:21:59.938871] [INFO ] [sig       ] FDP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:00.077528] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FDP.txt
[2025-12-29T20:22:00.077739] [INFO ] [sig       ] [1195/3546] Completed FDP in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-29T20:22:00.077783] [INFO ] [sig       ] [1196/3546] Forecasting FDS...
[2025-12-29T20:22:00.077816] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-29T20:22:00.077847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-29T20:22:00.089926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-29T20:22:00.090335] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-29T20:22:00.091235] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-29T20:22:00.091294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:00.091327] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:00.091354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:00.091414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:00.151085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:00.152132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:00.152226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:00.152261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:00.270478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:00.270654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:00.270728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:00.270758] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:00.274215] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=59.28%)
[2025-12-29T20:22:00.274500] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-29T20:22:00.274649] [INFO ] [sig       ] FDS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:00.421008] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FDS.txt
[2025-12-29T20:22:00.421183] [INFO ] [sig       ] [1196/3546] Completed FDS in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-29T20:22:00.421232] [INFO ] [sig       ] [1197/3546] Forecasting FDTX...
[2025-12-29T20:22:00.421262] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-29T20:22:00.421292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-29T20:22:00.435724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-29T20:22:00.436108] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-29T20:22:00.436972] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-29T20:22:00.437025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:00.437055] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:00.437081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:00.437139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:00.493569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:00.494467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:00.494552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:00.494601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:00.615349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:00.615523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:00.615563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:00.615618] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:00.619088] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-29T20:22:00.619375] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-29T20:22:00.619530] [INFO ] [sig       ] FDTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:00.757814] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FDTX.txt
[2025-12-29T20:22:00.757943] [INFO ] [sig       ] [1197/3546] Completed FDTX in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-29T20:22:00.757982] [INFO ] [sig       ] [1198/3546] Forecasting FDUS...
[2025-12-29T20:22:00.758011] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-29T20:22:00.758041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-29T20:22:00.770753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-29T20:22:00.771036] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-29T20:22:00.771828] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-29T20:22:00.771893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:00.771926] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:00.771953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:00.772012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:00.828826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:00.829716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:00.829800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:00.829832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:00.947899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:00.948046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:00.948085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:00.948113] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:00.951423] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=78.03%)
[2025-12-29T20:22:00.951715] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-29T20:22:00.951841] [INFO ] [sig       ] FDUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:01.092626] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FDUS.txt
[2025-12-29T20:22:01.092772] [INFO ] [sig       ] [1198/3546] Completed FDUS in 0.3s | 2.87 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-29T20:22:01.092812] [INFO ] [sig       ] [1199/3546] Forecasting FDX...
[2025-12-29T20:22:01.092843] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-29T20:22:01.092878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-29T20:22:01.104622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-29T20:22:01.104955] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-29T20:22:01.105863] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-29T20:22:01.105918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:01.105949] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:01.105975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:01.106033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:01.168923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:01.169851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:01.169962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:01.169998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:01.301206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:01.301365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:01.301403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:01.301433] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:01.306059] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-29T20:22:01.306465] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-29T20:22:01.306645] [INFO ] [sig       ] FDX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:01.460566] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FDX.txt
[2025-12-29T20:22:01.460760] [INFO ] [sig       ] [1199/3546] Completed FDX in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:01.460815] [INFO ] [sig       ] [1200/3546] Forecasting FE...
[2025-12-29T20:22:01.460847] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-29T20:22:01.460915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-29T20:22:01.472525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-29T20:22:01.472876] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-29T20:22:01.473751] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-29T20:22:01.473805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:01.473837] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:01.473864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:01.473922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:01.532213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:01.533107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:01.533194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:01.533227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:01.659850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:01.660014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:01.660054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:01.660083] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:01.663651] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-12-29T20:22:01.663952] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-29T20:22:01.664087] [INFO ] [sig       ] FE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:01.811437] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FE.txt
[2025-12-29T20:22:01.811777] [INFO ] [sig       ] [1200/3546] Completed FE in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:01.811842] [INFO ] [sig       ] [1201/3546] Forecasting FEIM...
[2025-12-29T20:22:01.811878] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-29T20:22:01.811909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-29T20:22:01.825038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-29T20:22:01.825468] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-29T20:22:01.826563] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-29T20:22:01.826657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:01.826700] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:01.826736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:01.826815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:01.887217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:01.888390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:01.888487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:01.888520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:02.025888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:02.026066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:02.026115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:02.026150] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:02.029911] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-29T20:22:02.030216] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-29T20:22:02.030372] [INFO ] [sig       ] FEIM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:02.213518] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FEIM.txt
[2025-12-29T20:22:02.213763] [INFO ] [sig       ] [1201/3546] Completed FEIM in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:02.213834] [INFO ] [sig       ] [1202/3546] Forecasting FELE...
[2025-12-29T20:22:02.213902] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-29T20:22:02.213948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-29T20:22:02.229218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-29T20:22:02.229697] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-29T20:22:02.230845] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-29T20:22:02.230913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:02.230957] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:02.230996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:02.231081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:02.300687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:02.301538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:02.301641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:02.301675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:02.428033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:02.428189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:02.428228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:02.428256] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:02.431756] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-12-29T20:22:02.432039] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-29T20:22:02.432169] [INFO ] [sig       ] FELE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:02.587194] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FELE.txt
[2025-12-29T20:22:02.587388] [INFO ] [sig       ] [1202/3546] Completed FELE in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:02.587440] [INFO ] [sig       ] [1203/3546] Forecasting FEM...
[2025-12-29T20:22:02.587470] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-29T20:22:02.587501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-29T20:22:02.599874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-29T20:22:02.600289] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-29T20:22:02.601174] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-29T20:22:02.601229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:02.601262] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:02.601289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:02.601347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:02.660410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:02.661405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:02.661510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:02.661545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:02.783267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:02.783446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:02.783496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:02.783526] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:02.787039] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=42.33%)
[2025-12-29T20:22:02.787364] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-29T20:22:02.787526] [INFO ] [sig       ] FEM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:02.939562] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FEM.txt
[2025-12-29T20:22:02.939736] [INFO ] [sig       ] [1203/3546] Completed FEM in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:02.939777] [INFO ] [sig       ] [1204/3546] Forecasting FEMB...
[2025-12-29T20:22:02.939807] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-29T20:22:02.939837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-29T20:22:02.951514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-29T20:22:02.951908] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-29T20:22:02.952728] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-29T20:22:02.952781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:02.952814] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:02.952841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:02.952898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:03.019263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:03.020193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:03.020281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:03.020316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:03.152605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:03.152768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:03.152808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:03.152836] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:03.156280] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-29T20:22:03.156586] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-29T20:22:03.156722] [INFO ] [sig       ] FEMB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:03.307520] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FEMB.txt
[2025-12-29T20:22:03.307714] [INFO ] [sig       ] [1204/3546] Completed FEMB in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:03.307765] [INFO ] [sig       ] [1205/3546] Forecasting FEMS...
[2025-12-29T20:22:03.307796] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-29T20:22:03.307826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-29T20:22:03.319868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-29T20:22:03.320278] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-29T20:22:03.321183] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-29T20:22:03.321238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:03.321271] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:03.321297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:03.321355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:03.379079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:03.379986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:03.380083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:03.380116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:03.506555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:03.506719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:03.506759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:03.506803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:03.510273] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=53.86%)
[2025-12-29T20:22:03.510544] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-29T20:22:03.510685] [INFO ] [sig       ] FEMS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:03.656078] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FEMS.txt
[2025-12-29T20:22:03.656234] [INFO ] [sig       ] [1205/3546] Completed FEMS in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:03.656274] [INFO ] [sig       ] [1206/3546] Forecasting FEP...
[2025-12-29T20:22:03.656304] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-29T20:22:03.656335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-29T20:22:03.670144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-29T20:22:03.670535] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-29T20:22:03.671348] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-29T20:22:03.671400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:03.671438] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:03.671470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:03.671540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:03.734048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:03.734960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:03.735046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:03.735079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:03.859560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:03.859940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:03.859981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:03.860009] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:03.863971] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-29T20:22:03.864265] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-29T20:22:03.864441] [INFO ] [sig       ] FEP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:04.014427] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FEP.txt
[2025-12-29T20:22:04.014662] [INFO ] [sig       ] [1206/3546] Completed FEP in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:04.014718] [INFO ] [sig       ] [1207/3546] Forecasting FEPI...
[2025-12-29T20:22:04.014758] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-29T20:22:04.014796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-29T20:22:04.028003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-29T20:22:04.028424] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-29T20:22:04.029327] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-29T20:22:04.029381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:04.029412] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:04.029437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:04.029504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:04.088297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:04.089267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:04.089393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:04.089428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:04.213035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:04.213209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:04.213250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:04.213278] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:04.217364] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2025-12-29T20:22:04.217698] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-29T20:22:04.217835] [INFO ] [sig       ] FEPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:04.360992] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FEPI.txt
[2025-12-29T20:22:04.361149] [INFO ] [sig       ] [1207/3546] Completed FEPI in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:04.361189] [INFO ] [sig       ] [1208/3546] Forecasting FERG...
[2025-12-29T20:22:04.361217] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-29T20:22:04.361248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-29T20:22:04.373393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-29T20:22:04.373970] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-29T20:22:04.374983] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-29T20:22:04.375036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:04.375067] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:04.375093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:04.375150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:04.432550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:04.433786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:04.433867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:04.433899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:04.561293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:04.561443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:04.561481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:04.561508] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:04.565070] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-29T20:22:04.565346] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-29T20:22:04.565473] [INFO ] [sig       ] FERG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:04.710412] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FERG.txt
[2025-12-29T20:22:04.710589] [INFO ] [sig       ] [1208/3546] Completed FERG in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:04.710630] [INFO ] [sig       ] [1209/3546] Forecasting FEX...
[2025-12-29T20:22:04.710660] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-29T20:22:04.710690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-29T20:22:04.721935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-29T20:22:04.722284] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-29T20:22:04.723097] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-29T20:22:04.723149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:04.723192] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:04.723219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:04.723276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:04.780803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:04.781881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:04.781964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:04.782011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:04.905453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:04.905637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:04.905677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:04.905705] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:04.909281] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-29T20:22:04.909708] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-29T20:22:04.909882] [INFO ] [sig       ] FEX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:05.056414] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FEX.txt
[2025-12-29T20:22:05.056586] [INFO ] [sig       ] [1209/3546] Completed FEX in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:05.056626] [INFO ] [sig       ] [1210/3546] Forecasting FF...
[2025-12-29T20:22:05.056655] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-29T20:22:05.056687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-29T20:22:05.067751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-29T20:22:05.068039] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-29T20:22:05.068919] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-29T20:22:05.068974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:05.069006] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:05.069032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:05.069090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:05.128068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:05.129034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:05.129121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:05.129153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:05.258853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:05.259046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:05.259088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:05.259118] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:05.262663] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-29T20:22:05.262974] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-29T20:22:05.263118] [INFO ] [sig       ] FF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:05.405848] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FF.txt
[2025-12-29T20:22:05.406002] [INFO ] [sig       ] [1210/3546] Completed FF in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-29T20:22:05.406042] [INFO ] [sig       ] [1211/3546] Forecasting FFA...
[2025-12-29T20:22:05.406071] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-29T20:22:05.406100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-29T20:22:05.416913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-29T20:22:05.417192] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-29T20:22:05.418009] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-29T20:22:05.418060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:05.418092] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:05.418119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:05.418177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:05.474765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:05.475620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:05.475704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:05.475736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:05.593727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:05.593877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:05.593915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:05.593943] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:05.597445] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=39.92%)
[2025-12-29T20:22:05.597932] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-29T20:22:05.598059] [INFO ] [sig       ] FFA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:05.741264] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FFA.txt
[2025-12-29T20:22:05.741418] [INFO ] [sig       ] [1211/3546] Completed FFA in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-29T20:22:05.741456] [INFO ] [sig       ] [1212/3546] Forecasting FFBC...
[2025-12-29T20:22:05.741485] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-29T20:22:05.741517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-29T20:22:05.752749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-29T20:22:05.753128] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-29T20:22:05.754027] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-29T20:22:05.754082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:05.754113] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:05.754141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:05.754199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:05.812971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:05.813876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:05.813962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:05.813996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:05.932013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:05.932168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:05.932205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:05.932233] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:05.935615] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=58.99%)
[2025-12-29T20:22:05.935910] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-29T20:22:05.936046] [INFO ] [sig       ] FFBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:06.082250] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FFBC.txt
[2025-12-29T20:22:06.082409] [INFO ] [sig       ] [1212/3546] Completed FFBC in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-29T20:22:06.082463] [INFO ] [sig       ] [1213/3546] Forecasting FFC...
[2025-12-29T20:22:06.082496] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-29T20:22:06.082533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-29T20:22:06.097966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-29T20:22:06.098359] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-29T20:22:06.099268] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-29T20:22:06.099324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:06.099359] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:06.099391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:06.099458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:06.160687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:06.161563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:06.161863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:06.161897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:06.291399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:06.291617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:06.291659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:06.291688] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:06.295592] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-29T20:22:06.295885] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-29T20:22:06.296019] [INFO ] [sig       ] FFC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:06.451430] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FFC.txt
[2025-12-29T20:22:06.451623] [INFO ] [sig       ] [1213/3546] Completed FFC in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-29T20:22:06.451668] [INFO ] [sig       ] [1214/3546] Forecasting FFIC...
[2025-12-29T20:22:06.451699] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-29T20:22:06.451728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-29T20:22:06.464008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-29T20:22:06.464401] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-29T20:22:06.465244] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-29T20:22:06.465299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:06.465331] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:06.465359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:06.465416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:06.526143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:06.527009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:06.527095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:06.527128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:06.647674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:06.647862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:06.647915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:06.647953] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:06.651997] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-29T20:22:06.652317] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-29T20:22:06.652456] [INFO ] [sig       ] FFIC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:06.801465] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FFIC.txt
[2025-12-29T20:22:06.801668] [INFO ] [sig       ] [1214/3546] Completed FFIC in 0.3s | 2.87 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-29T20:22:06.801710] [INFO ] [sig       ] [1215/3546] Forecasting FFIN...
[2025-12-29T20:22:06.801741] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-29T20:22:06.801772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-29T20:22:06.813227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-29T20:22:06.813592] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-29T20:22:06.814399] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-29T20:22:06.814451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:06.814483] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:06.814510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:06.814590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:06.874677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:06.875563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:06.875664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:06.875698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:06.993099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:06.993256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:06.993295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:06.993324] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:06.996737] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-29T20:22:06.997047] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-29T20:22:06.997174] [INFO ] [sig       ] FFIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:07.157728] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FFIN.txt
[2025-12-29T20:22:07.158085] [INFO ] [sig       ] [1215/3546] Completed FFIN in 0.4s | 2.87 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-29T20:22:07.158126] [INFO ] [sig       ] [1216/3546] Forecasting FFWM...
[2025-12-29T20:22:07.158153] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-29T20:22:07.158181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-29T20:22:07.170869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-29T20:22:07.171231] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-29T20:22:07.172067] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-29T20:22:07.172121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:07.172153] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:07.172180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:07.172238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:07.241721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:07.242612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:07.242698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:07.242732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:07.362351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:07.362506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:07.362547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:07.362614] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:07.366017] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-12-29T20:22:07.366301] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-29T20:22:07.366446] [INFO ] [sig       ] FFWM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:07.510306] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FFWM.txt
[2025-12-29T20:22:07.510447] [INFO ] [sig       ] [1216/3546] Completed FFWM in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:07.510520] [INFO ] [sig       ] [1217/3546] Forecasting FG...
[2025-12-29T20:22:07.510551] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-29T20:22:07.510610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-29T20:22:07.523228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-29T20:22:07.523527] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-29T20:22:07.524368] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-29T20:22:07.524421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:07.524453] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:07.524479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:07.524544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:07.582042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:07.582737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:07.582836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:07.582870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:07.705875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:07.706028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:07.706067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:07.706095] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:07.709561] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-29T20:22:07.709881] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-29T20:22:07.710009] [INFO ] [sig       ] FG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:07.856783] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FG.txt
[2025-12-29T20:22:07.856930] [INFO ] [sig       ] [1217/3546] Completed FG in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:07.856984] [INFO ] [sig       ] [1218/3546] Forecasting FGEN...
[2025-12-29T20:22:07.857025] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-29T20:22:07.857066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-29T20:22:07.869991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-29T20:22:07.870365] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-29T20:22:07.871210] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-29T20:22:07.871263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:07.871294] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:07.871320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:07.871377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:07.931210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:07.932104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:07.932187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:07.932220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:08.053170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:08.053322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:08.053360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:08.053388] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:08.056869] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=71.19%)
[2025-12-29T20:22:08.057141] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-29T20:22:08.057262] [INFO ] [sig       ] FGEN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:08.200209] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FGEN.txt
[2025-12-29T20:22:08.200365] [INFO ] [sig       ] [1218/3546] Completed FGEN in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:08.200405] [INFO ] [sig       ] [1219/3546] Forecasting FHB...
[2025-12-29T20:22:08.200434] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-29T20:22:08.200465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-29T20:22:08.212228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-29T20:22:08.212564] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-29T20:22:08.213375] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-29T20:22:08.213427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:08.213459] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:08.213486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:08.213543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:08.271665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:08.272668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:08.272761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:08.272794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:08.395891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:08.396088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:08.396134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:08.396164] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:08.399839] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=57.77%)
[2025-12-29T20:22:08.400133] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-29T20:22:08.400275] [INFO ] [sig       ] FHB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:08.545561] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FHB.txt
[2025-12-29T20:22:08.545751] [INFO ] [sig       ] [1219/3546] Completed FHB in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:08.545791] [INFO ] [sig       ] [1220/3546] Forecasting FHI...
[2025-12-29T20:22:08.545821] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-29T20:22:08.545851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-29T20:22:08.557624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-29T20:22:08.558001] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-29T20:22:08.558895] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-29T20:22:08.558949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:08.558982] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:08.559007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:08.559106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:08.617309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:08.618270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:08.618364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:08.618396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:08.740423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:08.740618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:08.740676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:08.740721] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:08.745450] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-29T20:22:08.745982] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-29T20:22:08.746167] [INFO ] [sig       ] FHI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:08.909752] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FHI.txt
[2025-12-29T20:22:08.909922] [INFO ] [sig       ] [1220/3546] Completed FHI in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:08.909963] [INFO ] [sig       ] [1221/3546] Forecasting FHN...
[2025-12-29T20:22:08.909992] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-29T20:22:08.910030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-29T20:22:08.922232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-29T20:22:08.922568] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-29T20:22:08.923430] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-29T20:22:08.923484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:08.923517] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:08.923548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:08.923645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:08.984392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:08.985298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:08.985380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:08.985412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:09.111490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:09.111704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:09.111746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:09.111773] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:09.115344] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-29T20:22:09.115640] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-29T20:22:09.115781] [INFO ] [sig       ] FHN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:09.256832] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FHN.txt
[2025-12-29T20:22:09.256975] [INFO ] [sig       ] [1221/3546] Completed FHN in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:09.257015] [INFO ] [sig       ] [1222/3546] Forecasting FHTX...
[2025-12-29T20:22:09.257046] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-29T20:22:09.257076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-29T20:22:09.268555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-29T20:22:09.268903] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-29T20:22:09.269734] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-29T20:22:09.269810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:09.269843] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:09.269870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:09.269929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:09.326869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:09.327642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:09.327727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:09.327759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:09.449756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:09.449911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:09.450145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:09.450174] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:09.454183] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=62.20%)
[2025-12-29T20:22:09.454451] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-29T20:22:09.454591] [INFO ] [sig       ] FHTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:09.597423] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FHTX.txt
[2025-12-29T20:22:09.597604] [INFO ] [sig       ] [1222/3546] Completed FHTX in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:09.597654] [INFO ] [sig       ] [1223/3546] Forecasting FIBK...
[2025-12-29T20:22:09.597689] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-29T20:22:09.597725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-29T20:22:09.609311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-29T20:22:09.609636] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-29T20:22:09.610427] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-29T20:22:09.610478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:09.610509] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:09.610537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:09.610626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:09.667620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:09.668246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:09.668325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:09.668356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:09.789875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:09.790065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:09.790115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:09.790145] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:09.793776] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-29T20:22:09.794113] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-29T20:22:09.794250] [INFO ] [sig       ] FIBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:09.936962] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FIBK.txt
[2025-12-29T20:22:09.937104] [INFO ] [sig       ] [1223/3546] Completed FIBK in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:09.937144] [INFO ] [sig       ] [1224/3546] Forecasting FICO...
[2025-12-29T20:22:09.937174] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-29T20:22:09.937203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-29T20:22:09.948538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-29T20:22:09.948869] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-29T20:22:09.949687] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-29T20:22:09.949748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:09.949780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:09.949806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:09.949863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:10.007101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:10.007834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:10.007913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:10.007945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:10.128147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:10.128296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:10.128334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:10.128362] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:10.131750] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-12-29T20:22:10.132037] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-29T20:22:10.132165] [INFO ] [sig       ] FICO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:10.270474] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FICO.txt
[2025-12-29T20:22:10.270649] [INFO ] [sig       ] [1224/3546] Completed FICO in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:10.270691] [INFO ] [sig       ] [1225/3546] Forecasting FICS...
[2025-12-29T20:22:10.270728] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-29T20:22:10.270758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-29T20:22:10.282144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-29T20:22:10.282501] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-29T20:22:10.283313] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-29T20:22:10.283365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:10.283395] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:10.283420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:10.283477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:10.339283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:10.340149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:10.340229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:10.340261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:10.464501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:10.464686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:10.464738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:10.464767] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:10.468279] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2025-12-29T20:22:10.468558] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-29T20:22:10.468702] [INFO ] [sig       ] FICS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:10.607935] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FICS.txt
[2025-12-29T20:22:10.608094] [INFO ] [sig       ] [1225/3546] Completed FICS in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:10.608139] [INFO ] [sig       ] [1226/3546] Forecasting FID...
[2025-12-29T20:22:10.608173] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-29T20:22:10.608203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-29T20:22:10.619861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-29T20:22:10.620235] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-29T20:22:10.621091] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-29T20:22:10.621143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:10.621175] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:10.621202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:10.621262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:10.677802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:10.678683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:10.678783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:10.678816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:10.802932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:10.803085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:10.803124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:10.803152] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:10.806632] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-29T20:22:10.806920] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-29T20:22:10.807048] [INFO ] [sig       ] FID: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:10.953755] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FID.txt
[2025-12-29T20:22:10.953908] [INFO ] [sig       ] [1226/3546] Completed FID in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:10.953947] [INFO ] [sig       ] [1227/3546] Forecasting FIGS...
[2025-12-29T20:22:10.953977] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-29T20:22:10.954007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-29T20:22:10.965530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-29T20:22:10.965962] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-29T20:22:10.967058] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-29T20:22:10.967125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:10.967172] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:10.967214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:10.967302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:11.027163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:11.028053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:11.028138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:11.028173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:11.156764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:11.156960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:11.157007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:11.157038] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:11.160616] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-12-29T20:22:11.160931] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-29T20:22:11.161066] [INFO ] [sig       ] FIGS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:11.303498] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FIGS.txt
[2025-12-29T20:22:11.303670] [INFO ] [sig       ] [1227/3546] Completed FIGS in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-29T20:22:11.303712] [INFO ] [sig       ] [1228/3546] Forecasting FIHL...
[2025-12-29T20:22:11.303741] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-29T20:22:11.303771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-29T20:22:11.315993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-29T20:22:11.316363] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-29T20:22:11.317254] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-29T20:22:11.317310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:11.317342] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:11.317369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:11.317429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:11.374784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:11.375819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:11.375947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:11.375981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:11.497087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:11.497244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:11.497284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:11.497314] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:11.501407] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2025-12-29T20:22:11.501727] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-29T20:22:11.501862] [INFO ] [sig       ] FIHL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:11.648083] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FIHL.txt
[2025-12-29T20:22:11.648241] [INFO ] [sig       ] [1228/3546] Completed FIHL in 0.3s | 2.87 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-29T20:22:11.648281] [INFO ] [sig       ] [1229/3546] Forecasting FINS...
[2025-12-29T20:22:11.648313] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-29T20:22:11.648343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-29T20:22:11.659936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-29T20:22:11.660281] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-29T20:22:11.661104] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-29T20:22:11.661158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:11.661191] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:11.661219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:11.661278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:11.720237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:11.721102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:11.721187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:11.721221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:11.854446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:11.854639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:11.854698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:11.854728] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:11.858375] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-29T20:22:11.858733] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-29T20:22:11.858888] [INFO ] [sig       ] FINS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:12.009585] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FINS.txt
[2025-12-29T20:22:12.009769] [INFO ] [sig       ] [1229/3546] Completed FINS in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-29T20:22:12.009816] [INFO ] [sig       ] [1230/3546] Forecasting FINX...
[2025-12-29T20:22:12.009846] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-29T20:22:12.009878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-29T20:22:12.022191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-29T20:22:12.022546] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-29T20:22:12.023419] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-29T20:22:12.023473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:12.023506] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:12.023534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:12.023624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:12.086341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:12.087262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:12.087351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:12.087409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:12.212517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:12.212687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:12.212728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:12.212756] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:12.216146] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-29T20:22:12.216425] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-29T20:22:12.216550] [INFO ] [sig       ] FINX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:12.364454] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FINX.txt
[2025-12-29T20:22:12.364635] [INFO ] [sig       ] [1230/3546] Completed FINX in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-29T20:22:12.364676] [INFO ] [sig       ] [1231/3546] Forecasting FIP...
[2025-12-29T20:22:12.364705] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-29T20:22:12.364736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-29T20:22:12.377328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-29T20:22:12.377711] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-29T20:22:12.378524] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-29T20:22:12.378601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:12.378641] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:12.378670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:12.378729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:12.444088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:12.445317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:12.445412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:12.445447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:12.574785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:12.575139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:12.575180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:12.575209] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:12.579338] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-29T20:22:12.579655] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-29T20:22:12.579813] [INFO ] [sig       ] FIP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:12.724342] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FIP.txt
[2025-12-29T20:22:12.724500] [INFO ] [sig       ] [1231/3546] Completed FIP in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-29T20:22:12.724540] [INFO ] [sig       ] [1232/3546] Forecasting FIS...
[2025-12-29T20:22:12.724586] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-29T20:22:12.724619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-29T20:22:12.736086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-29T20:22:12.736418] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-29T20:22:12.737242] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-29T20:22:12.737294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:12.737324] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:12.737350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:12.737407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:12.795103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:12.795972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:12.796057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:12.796092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:12.923004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:12.923157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:12.923198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:12.923229] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:12.926828] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-12-29T20:22:12.927116] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-29T20:22:12.927278] [INFO ] [sig       ] FIS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:13.088475] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FIS.txt
[2025-12-29T20:22:13.088646] [INFO ] [sig       ] [1232/3546] Completed FIS in 0.4s | 2.87 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-29T20:22:13.088688] [INFO ] [sig       ] [1233/3546] Forecasting FISI...
[2025-12-29T20:22:13.088718] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-29T20:22:13.088749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-29T20:22:13.100561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-29T20:22:13.100962] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-29T20:22:13.101792] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-29T20:22:13.101845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:13.101888] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:13.101918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:13.101977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:13.165378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:13.166329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:13.166424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:13.166458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:13.288705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:13.288887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:13.288927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:13.288955] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:13.292451] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=35.84%)
[2025-12-29T20:22:13.292754] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-29T20:22:13.292897] [INFO ] [sig       ] FISI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:13.436990] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FISI.txt
[2025-12-29T20:22:13.437176] [INFO ] [sig       ] [1233/3546] Completed FISI in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:13.437219] [INFO ] [sig       ] [1234/3546] Forecasting FITB...
[2025-12-29T20:22:13.437249] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-29T20:22:13.437279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-29T20:22:13.448934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-29T20:22:13.449274] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-29T20:22:13.450096] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-29T20:22:13.450152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:13.450187] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:13.450216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:13.450276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:13.510493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:13.511383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:13.511469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:13.511503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:13.640429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:13.640606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:13.640656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:13.640688] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:13.644368] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-12-29T20:22:13.644740] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-29T20:22:13.644907] [INFO ] [sig       ] FITB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:13.787847] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FITB.txt
[2025-12-29T20:22:13.788002] [INFO ] [sig       ] [1234/3546] Completed FITB in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:13.788043] [INFO ] [sig       ] [1235/3546] Forecasting FITBI...
[2025-12-29T20:22:13.788073] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-29T20:22:13.788104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-29T20:22:13.803398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-29T20:22:13.803765] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-29T20:22:13.804594] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-29T20:22:13.804655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:13.804692] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:13.804720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:13.804777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:13.863253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:13.864231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:13.864324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:13.864357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:13.989289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:13.989450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:13.989490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:13.989518] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:13.993289] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-29T20:22:13.993668] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-29T20:22:13.993830] [INFO ] [sig       ] FITBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:14.141702] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FITBI.txt
[2025-12-29T20:22:14.141878] [INFO ] [sig       ] [1235/3546] Completed FITBI in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:14.141918] [INFO ] [sig       ] [1236/3546] Forecasting FITBO...
[2025-12-29T20:22:14.141948] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-29T20:22:14.141978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-29T20:22:14.153796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-29T20:22:14.154161] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-29T20:22:14.154990] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-29T20:22:14.155044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:14.155076] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:14.155103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:14.155161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:14.212683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:14.213475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:14.213562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:14.213617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:14.337483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:14.337653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:14.337701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:14.337738] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:14.341255] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=65.27%)
[2025-12-29T20:22:14.341534] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-29T20:22:14.341682] [INFO ] [sig       ] FITBO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:14.501792] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FITBO.txt
[2025-12-29T20:22:14.501952] [INFO ] [sig       ] [1236/3546] Completed FITBO in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:14.501998] [INFO ] [sig       ] [1237/3546] Forecasting FIVE...
[2025-12-29T20:22:14.502028] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-29T20:22:14.502057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-29T20:22:14.513976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-29T20:22:14.514322] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-29T20:22:14.515161] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-29T20:22:14.515214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:14.515270] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:14.515299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:14.515358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:14.574954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:14.575911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:14.575999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:14.576032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:14.702371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:14.702529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:14.702587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:14.702621] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:14.706262] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-12-29T20:22:14.706621] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-29T20:22:14.706766] [INFO ] [sig       ] FIVE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:14.856195] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FIVE.txt
[2025-12-29T20:22:14.856327] [INFO ] [sig       ] [1237/3546] Completed FIVE in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:14.856366] [INFO ] [sig       ] [1238/3546] Forecasting FIVN...
[2025-12-29T20:22:14.856396] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-29T20:22:14.856425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-29T20:22:14.867930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-29T20:22:14.868222] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-29T20:22:14.869045] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-29T20:22:14.869098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:14.869129] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:14.869154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:14.869211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:14.927442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:14.928336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:14.928421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:14.928454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:15.054554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:15.054742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:15.054783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:15.054811] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:15.058464] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-29T20:22:15.058916] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-29T20:22:15.059124] [INFO ] [sig       ] FIVN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:15.206078] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FIVN.txt
[2025-12-29T20:22:15.206264] [INFO ] [sig       ] [1238/3546] Completed FIVN in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:15.206306] [INFO ] [sig       ] [1239/3546] Forecasting FIX...
[2025-12-29T20:22:15.206335] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-29T20:22:15.206366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-29T20:22:15.218539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-29T20:22:15.218985] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-29T20:22:15.219864] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-29T20:22:15.219918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:15.219951] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:15.219977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:15.220034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:15.276363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:15.277275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:15.277363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:15.277396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:15.397464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:15.397615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:15.397655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:15.397684] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:15.401041] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-29T20:22:15.401309] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-29T20:22:15.401434] [INFO ] [sig       ] FIX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:15.539183] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FIX.txt
[2025-12-29T20:22:15.539298] [INFO ] [sig       ] [1239/3546] Completed FIX in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:15.539335] [INFO ] [sig       ] [1240/3546] Forecasting FIXD...
[2025-12-29T20:22:15.539363] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-29T20:22:15.539393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-29T20:22:15.551095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-29T20:22:15.551372] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-29T20:22:15.552187] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-29T20:22:15.552239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:15.552270] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:15.552296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:15.552353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:15.608316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:15.608958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:15.609037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:15.609068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:15.728292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:15.728397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:15.728449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:15.728505] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:15.731708] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=19.71%)
[2025-12-29T20:22:15.731974] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-29T20:22:15.732095] [INFO ] [sig       ] FIXD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:15.869183] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FIXD.txt
[2025-12-29T20:22:15.869308] [INFO ] [sig       ] [1240/3546] Completed FIXD in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:15.869346] [INFO ] [sig       ] [1241/3546] Forecasting FIZZ...
[2025-12-29T20:22:15.869373] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-29T20:22:15.869402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-29T20:22:15.880472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-29T20:22:15.880791] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-29T20:22:15.881610] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-29T20:22:15.881677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:15.881712] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:15.881739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:15.881796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:15.938233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:15.938853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:15.938935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:15.938967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:16.058735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:16.058874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:16.058911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:16.058938] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:16.062189] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-29T20:22:16.062453] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-29T20:22:16.062593] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:16.199530] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FIZZ.txt
[2025-12-29T20:22:16.199670] [INFO ] [sig       ] [1241/3546] Completed FIZZ in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:16.199710] [INFO ] [sig       ] [1242/3546] Forecasting FJP...
[2025-12-29T20:22:16.199738] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-29T20:22:16.199766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-29T20:22:16.212928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-29T20:22:16.213257] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-29T20:22:16.214090] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-29T20:22:16.214143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:16.214176] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:16.214202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:16.214265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:16.270194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:16.270807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:16.270898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:16.270930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:16.378533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:16.378705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:16.378745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:16.378790] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:16.382100] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2025-12-29T20:22:16.382367] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-29T20:22:16.382494] [INFO ] [sig       ] FJP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:16.519520] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FJP.txt
[2025-12-29T20:22:16.519657] [INFO ] [sig       ] [1242/3546] Completed FJP in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:16.519697] [INFO ] [sig       ] [1243/3546] Forecasting FLEX...
[2025-12-29T20:22:16.519726] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-29T20:22:16.519756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-29T20:22:16.531294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-29T20:22:16.531595] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-29T20:22:16.532404] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-29T20:22:16.532456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:16.532488] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:16.532514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:16.532593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:16.589348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:16.589998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:16.590078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:16.590109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:16.709199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:16.709355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:16.709420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:16.709458] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:16.712833] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2025-12-29T20:22:16.713100] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-29T20:22:16.713224] [INFO ] [sig       ] FLEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:16.850520] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FLEX.txt
[2025-12-29T20:22:16.850653] [INFO ] [sig       ] [1243/3546] Completed FLEX in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:16.850692] [INFO ] [sig       ] [1244/3546] Forecasting FLGC...
[2025-12-29T20:22:16.850721] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-29T20:22:16.850750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-29T20:22:16.863394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-29T20:22:16.863720] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-29T20:22:16.864499] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-29T20:22:16.864551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:16.864614] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:16.864644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:16.864702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:16.920685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:16.921289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:16.921368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:16.921400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:17.035303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:17.035434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:17.035472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:17.035500] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:17.038804] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-29T20:22:17.039077] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-29T20:22:17.039197] [INFO ] [sig       ] FLGC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:17.176091] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FLGC.txt
[2025-12-29T20:22:17.176223] [INFO ] [sig       ] [1244/3546] Completed FLGC in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-29T20:22:17.176262] [INFO ] [sig       ] [1245/3546] Forecasting FLL...
[2025-12-29T20:22:17.176289] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-29T20:22:17.176317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-29T20:22:17.187902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-29T20:22:17.188204] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-29T20:22:17.189047] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-29T20:22:17.189100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:17.189132] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:17.189158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:17.189215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:17.245291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:17.246008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:17.246090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:17.246122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:17.359695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:17.359864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:17.359904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:17.359932] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:17.363267] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-29T20:22:17.363537] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-29T20:22:17.363683] [INFO ] [sig       ] FLL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:17.500958] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FLL.txt
[2025-12-29T20:22:17.501090] [INFO ] [sig       ] [1245/3546] Completed FLL in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-29T20:22:17.501130] [INFO ] [sig       ] [1246/3546] Forecasting FLNC...
[2025-12-29T20:22:17.501159] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-29T20:22:17.501188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-29T20:22:17.512885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-29T20:22:17.513206] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-29T20:22:17.514040] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-29T20:22:17.514094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:17.514128] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:17.514169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:17.514234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:17.572511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:17.573205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:17.573287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:17.573320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:17.720767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:17.720924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:17.720964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:17.720991] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:17.724387] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-12-29T20:22:17.724705] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-29T20:22:17.724841] [INFO ] [sig       ] FLNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:17.867508] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FLNC.txt
[2025-12-29T20:22:17.867726] [INFO ] [sig       ] [1246/3546] Completed FLNC in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-29T20:22:17.867774] [INFO ] [sig       ] [1247/3546] Forecasting FLNG...
[2025-12-29T20:22:17.867806] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-29T20:22:17.867835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-29T20:22:17.879990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-29T20:22:17.880385] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-29T20:22:17.881223] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-29T20:22:17.881277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:17.881308] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:17.881336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:17.881394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:17.939548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:17.940423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:17.940597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:17.940656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:18.062855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:18.063018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:18.063058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:18.063087] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:18.066506] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-29T20:22:18.066812] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-29T20:22:18.066944] [INFO ] [sig       ] FLNG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:18.207324] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FLNG.txt
[2025-12-29T20:22:18.207480] [INFO ] [sig       ] [1247/3546] Completed FLNG in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-29T20:22:18.207521] [INFO ] [sig       ] [1248/3546] Forecasting FLO...
[2025-12-29T20:22:18.207556] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-29T20:22:18.207606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-29T20:22:18.219319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-29T20:22:18.219721] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-29T20:22:18.220521] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-29T20:22:18.220592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:18.220627] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:18.220652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:18.220710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:18.277525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:18.278401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:18.278487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:18.278519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:18.397267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:18.397423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:18.397462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:18.397491] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:18.400856] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=41.72%)
[2025-12-29T20:22:18.401120] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-29T20:22:18.401242] [INFO ] [sig       ] FLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:18.540028] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FLO.txt
[2025-12-29T20:22:18.540148] [INFO ] [sig       ] [1248/3546] Completed FLO in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-29T20:22:18.540188] [INFO ] [sig       ] [1249/3546] Forecasting FLS...
[2025-12-29T20:22:18.540217] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-29T20:22:18.540245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-29T20:22:18.551557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-29T20:22:18.551851] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-29T20:22:18.552641] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-29T20:22:18.552693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:18.552724] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:18.552750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:18.552811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:18.609022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:18.609703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:18.609781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:18.609813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:18.729063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:18.729209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:18.729247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:18.729276] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:18.732567] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-29T20:22:18.732854] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-29T20:22:18.732976] [INFO ] [sig       ] FLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:18.869918] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FLS.txt
[2025-12-29T20:22:18.870044] [INFO ] [sig       ] [1249/3546] Completed FLS in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-29T20:22:18.870083] [INFO ] [sig       ] [1250/3546] Forecasting FLUX...
[2025-12-29T20:22:18.870111] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-29T20:22:18.870139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-29T20:22:18.881930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-29T20:22:18.882203] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-29T20:22:18.882993] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-29T20:22:18.883045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:18.883077] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:18.883102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:18.883159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:18.939237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:18.939918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:18.939997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:18.940028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:19.056184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:19.056319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:19.056357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:19.056385] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:19.059696] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=38.17%)
[2025-12-29T20:22:19.059963] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-29T20:22:19.060086] [INFO ] [sig       ] FLUX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:19.203737] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FLUX.txt
[2025-12-29T20:22:19.203923] [INFO ] [sig       ] [1250/3546] Completed FLUX in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-29T20:22:19.203966] [INFO ] [sig       ] [1251/3546] Forecasting FLWS...
[2025-12-29T20:22:19.203998] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-29T20:22:19.204029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-29T20:22:19.215227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-29T20:22:19.215564] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-29T20:22:19.216455] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-29T20:22:19.216516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:19.216551] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:19.216615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:19.216700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:19.272801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:19.273407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:19.273485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:19.273517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:19.390545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:19.390708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:19.390748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:19.390793] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:19.394164] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-29T20:22:19.394439] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-29T20:22:19.394564] [INFO ] [sig       ] FLWS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:19.531165] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FLWS.txt
[2025-12-29T20:22:19.531291] [INFO ] [sig       ] [1251/3546] Completed FLWS in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:19.531328] [INFO ] [sig       ] [1252/3546] Forecasting FLXS...
[2025-12-29T20:22:19.531356] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-29T20:22:19.531386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-29T20:22:19.542398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-29T20:22:19.542776] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-29T20:22:19.543613] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-29T20:22:19.543680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:19.543713] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:19.543740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:19.543798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:19.601836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:19.602686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:19.602765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:19.602797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:19.717779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:19.717935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:19.717975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:19.718003] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:19.721493] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-29T20:22:19.721803] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-29T20:22:19.721930] [INFO ] [sig       ] FLXS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:19.860714] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FLXS.txt
[2025-12-29T20:22:19.860863] [INFO ] [sig       ] [1252/3546] Completed FLXS in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:19.860903] [INFO ] [sig       ] [1253/3546] Forecasting FLYE...
[2025-12-29T20:22:19.860932] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-29T20:22:19.860962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-29T20:22:19.872833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-29T20:22:19.873170] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-29T20:22:19.874058] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-29T20:22:19.874111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:19.874144] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:19.874171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:19.874230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:19.936644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:19.937606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:19.937707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:19.937761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:20.067194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:20.067356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:20.067394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:20.067425] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:20.071032] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-29T20:22:20.071387] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-29T20:22:20.071565] [INFO ] [sig       ] FLYE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:20.225796] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FLYE.txt
[2025-12-29T20:22:20.226035] [INFO ] [sig       ] [1253/3546] Completed FLYE in 0.4s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:20.226093] [INFO ] [sig       ] [1254/3546] Forecasting FMAO...
[2025-12-29T20:22:20.226124] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-29T20:22:20.226153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-29T20:22:20.238887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-29T20:22:20.239293] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-29T20:22:20.240294] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-29T20:22:20.240349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:20.240411] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:20.240441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:20.240501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:20.297818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:20.298636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:20.298718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:20.298751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:20.406895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:20.407046] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:22:20.407084] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:20.407112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:20.410542] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-29T20:22:20.410826] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-29T20:22:20.410950] [INFO ] [sig       ] FMAO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:20.554800] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FMAO.txt
[2025-12-29T20:22:20.554962] [INFO ] [sig       ] [1254/3546] Completed FMAO in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:20.555003] [INFO ] [sig       ] [1255/3546] Forecasting FMB...
[2025-12-29T20:22:20.555033] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-29T20:22:20.555062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-29T20:22:20.566604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-29T20:22:20.566980] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-29T20:22:20.567804] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-29T20:22:20.567861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:20.567892] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:20.567918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:20.567988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:20.629010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:20.629866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:20.629953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:20.629986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:20.752383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:20.752541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:20.752611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:20.752646] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:20.756002] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=48.71%)
[2025-12-29T20:22:20.756285] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-29T20:22:20.756414] [INFO ] [sig       ] FMB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:20.896649] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FMB.txt
[2025-12-29T20:22:20.896837] [INFO ] [sig       ] [1255/3546] Completed FMB in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:20.896882] [INFO ] [sig       ] [1256/3546] Forecasting FMBH...
[2025-12-29T20:22:20.896912] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-29T20:22:20.896944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-29T20:22:20.908914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-29T20:22:20.909271] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-29T20:22:20.910138] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-29T20:22:20.910193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:20.910225] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:20.910253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:20.910312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:20.968464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:20.969362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:20.969446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:20.969479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:21.087750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:21.087909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:21.087948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:21.087975] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:21.091350] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2025-12-29T20:22:21.091652] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-29T20:22:21.091783] [INFO ] [sig       ] FMBH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:21.231251] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FMBH.txt
[2025-12-29T20:22:21.231408] [INFO ] [sig       ] [1256/3546] Completed FMBH in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:21.231446] [INFO ] [sig       ] [1257/3546] Forecasting FMC...
[2025-12-29T20:22:21.231477] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-29T20:22:21.231507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-29T20:22:21.242843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-29T20:22:21.243182] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-29T20:22:21.243989] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-29T20:22:21.244051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:21.244082] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:21.244108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:21.244165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:21.300448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:21.301305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:21.301410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:21.301443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:21.421374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:21.421528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:21.421584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:21.421649] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:21.425038] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=53.17%)
[2025-12-29T20:22:21.425316] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-29T20:22:21.425450] [INFO ] [sig       ] FMC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:21.564394] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FMC.txt
[2025-12-29T20:22:21.564554] [INFO ] [sig       ] [1257/3546] Completed FMC in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:21.564613] [INFO ] [sig       ] [1258/3546] Forecasting FMHI...
[2025-12-29T20:22:21.564643] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-29T20:22:21.564674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-29T20:22:21.576144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-29T20:22:21.576489] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-29T20:22:21.577315] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-29T20:22:21.577368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:21.577398] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:21.577423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:21.577480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:21.633506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:21.634379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:21.634461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:21.634493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:21.749673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:21.749828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:21.749867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:21.749894] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:21.753237] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-29T20:22:21.753511] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-29T20:22:21.753658] [INFO ] [sig       ] FMHI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:21.895935] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FMHI.txt
[2025-12-29T20:22:21.896092] [INFO ] [sig       ] [1258/3546] Completed FMHI in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:21.896131] [INFO ] [sig       ] [1259/3546] Forecasting FMN...
[2025-12-29T20:22:21.896161] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-29T20:22:21.896190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-29T20:22:21.908437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-29T20:22:21.908890] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-29T20:22:21.909724] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-29T20:22:21.909777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:21.909809] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:21.909842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:21.909899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:21.965402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:21.966310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:21.966397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:21.966429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:22.078653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:22.078826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:22.078868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:22.078897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:22.082290] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=44.44%)
[2025-12-29T20:22:22.082588] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-29T20:22:22.082739] [INFO ] [sig       ] FMN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:22.220481] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FMN.txt
[2025-12-29T20:22:22.220625] [INFO ] [sig       ] [1259/3546] Completed FMN in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:22.220668] [INFO ] [sig       ] [1260/3546] Forecasting FMNB...
[2025-12-29T20:22:22.220696] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-29T20:22:22.220725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-29T20:22:22.232282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-29T20:22:22.232594] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-29T20:22:22.233385] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-29T20:22:22.233436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:22.233467] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:22.233492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:22.233549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:22.289642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:22.290240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:22.290317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:22.290351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:22.401735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:22.401879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:22.401917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:22.401944] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:22.405240] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-12-29T20:22:22.405507] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-29T20:22:22.405649] [INFO ] [sig       ] FMNB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:22.542294] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FMNB.txt
[2025-12-29T20:22:22.542431] [INFO ] [sig       ] [1260/3546] Completed FMNB in 0.3s | 2.87 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-29T20:22:22.542471] [INFO ] [sig       ] [1261/3546] Forecasting FMS...
[2025-12-29T20:22:22.542499] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-29T20:22:22.542528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-29T20:22:22.553987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-29T20:22:22.554288] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-29T20:22:22.555119] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-29T20:22:22.555173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:22.555206] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:22.555234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:22.555294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:22.611274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:22.612110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:22.612193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:22.612225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:22.729445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:22.729609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:22.729650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:22.729678] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:22.732982] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-29T20:22:22.733249] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-29T20:22:22.733372] [INFO ] [sig       ] FMS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:22.870394] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FMS.txt
[2025-12-29T20:22:22.870526] [INFO ] [sig       ] [1261/3546] Completed FMS in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-29T20:22:22.870566] [INFO ] [sig       ] [1262/3546] Forecasting FMX...
[2025-12-29T20:22:22.870614] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-29T20:22:22.870644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-29T20:22:22.881758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-29T20:22:22.882059] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-29T20:22:22.882938] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-29T20:22:22.882993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:22.883023] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:22.883049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:22.883111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:22.939054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:22.939721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:22.939803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:22.939834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:23.058120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:23.058264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:23.058303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:23.058330] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:23.061690] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-12-29T20:22:23.061978] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-29T20:22:23.062100] [INFO ] [sig       ] FMX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:23.199760] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FMX.txt
[2025-12-29T20:22:23.199892] [INFO ] [sig       ] [1262/3546] Completed FMX in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-29T20:22:23.199932] [INFO ] [sig       ] [1263/3546] Forecasting FN...
[2025-12-29T20:22:23.199961] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-29T20:22:23.199992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-29T20:22:23.210890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-29T20:22:23.211168] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-29T20:22:23.211959] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-29T20:22:23.212011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:23.212041] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:23.212066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:23.212123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:23.267923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:23.268532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:23.268631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:23.268666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:23.393588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:23.393743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:23.393784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:23.393813] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:23.397229] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-29T20:22:23.397504] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-29T20:22:23.397651] [INFO ] [sig       ] FN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:23.536858] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FN.txt
[2025-12-29T20:22:23.536973] [INFO ] [sig       ] [1263/3546] Completed FN in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-29T20:22:23.537011] [INFO ] [sig       ] [1264/3546] Forecasting FNB...
[2025-12-29T20:22:23.537040] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-29T20:22:23.537069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-29T20:22:23.548243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-29T20:22:23.548514] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-29T20:22:23.549347] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-29T20:22:23.549399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:23.549430] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:23.549456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:23.549513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:23.605763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:23.606634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:23.606718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:23.606782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:23.725456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:23.725624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:23.725709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:23.725740] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:23.729208] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-29T20:22:23.729511] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-29T20:22:23.729672] [INFO ] [sig       ] FNB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:23.879924] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FNB.txt
[2025-12-29T20:22:23.880049] [INFO ] [sig       ] [1264/3546] Completed FNB in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-29T20:22:23.880087] [INFO ] [sig       ] [1265/3546] Forecasting FND...
[2025-12-29T20:22:23.880116] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-29T20:22:23.880146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-29T20:22:23.891077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-29T20:22:23.891432] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-29T20:22:23.892252] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-29T20:22:23.892304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:23.892336] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:23.892363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:23.892420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:23.948140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:23.948791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:23.948869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:23.948905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:24.068701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:24.068842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:24.068880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:24.068908] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:24.072181] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-29T20:22:24.072450] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-29T20:22:24.072592] [INFO ] [sig       ] FND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:24.211664] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FND.txt
[2025-12-29T20:22:24.211796] [INFO ] [sig       ] [1265/3546] Completed FND in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-29T20:22:24.211834] [INFO ] [sig       ] [1266/3546] Forecasting FNF...
[2025-12-29T20:22:24.211864] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-29T20:22:24.211893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-29T20:22:24.222857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-29T20:22:24.223130] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-29T20:22:24.223945] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-29T20:22:24.223997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:24.224028] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:24.224054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:24.224112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:24.280568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:24.281241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:24.281319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:24.281351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:24.399965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:24.400102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:24.400140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:24.400169] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:24.403450] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2025-12-29T20:22:24.403743] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-29T20:22:24.403867] [INFO ] [sig       ] FNF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:24.543986] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FNF.txt
[2025-12-29T20:22:24.544102] [INFO ] [sig       ] [1266/3546] Completed FNF in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-29T20:22:24.544140] [INFO ] [sig       ] [1267/3546] Forecasting FNKO...
[2025-12-29T20:22:24.544167] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-29T20:22:24.544196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-29T20:22:24.555974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-29T20:22:24.556261] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-29T20:22:24.557147] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-29T20:22:24.557209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:24.557247] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:24.557280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:24.557360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:24.616214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:24.617052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:24.617139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:24.617172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:24.738336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:24.738468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:24.738506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:24.738534] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:24.741927] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-29T20:22:24.742202] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-29T20:22:24.742343] [INFO ] [sig       ] FNKO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:24.880739] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FNKO.txt
[2025-12-29T20:22:24.880894] [INFO ] [sig       ] [1267/3546] Completed FNKO in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-29T20:22:24.880934] [INFO ] [sig       ] [1268/3546] Forecasting FNLC...
[2025-12-29T20:22:24.880964] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-29T20:22:24.880993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-29T20:22:24.892056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-29T20:22:24.892355] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-29T20:22:24.893157] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-29T20:22:24.893210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:24.893264] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:24.893292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:24.893350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:24.949066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:24.949694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:24.949771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:24.949802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:25.051253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:25.051393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:25.051430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:25.051458] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:25.054772] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: UP (p=66.18%)
[2025-12-29T20:22:25.055046] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-29T20:22:25.055168] [INFO ] [sig       ] FNLC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:25.193468] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FNLC.txt
[2025-12-29T20:22:25.193613] [INFO ] [sig       ] [1268/3546] Completed FNLC in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-29T20:22:25.193656] [INFO ] [sig       ] [1269/3546] Forecasting FNX...
[2025-12-29T20:22:25.193684] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-29T20:22:25.193714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-29T20:22:25.204775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-29T20:22:25.205090] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-29T20:22:25.205892] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-29T20:22:25.205944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:25.205975] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:25.206002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:25.206059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:25.262226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:25.262927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:25.263008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:25.263039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:25.380899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:25.381048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:25.381086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:25.381114] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:25.384456] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-29T20:22:25.384747] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-29T20:22:25.384875] [INFO ] [sig       ] FNX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:25.524325] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FNX.txt
[2025-12-29T20:22:25.524452] [INFO ] [sig       ] [1269/3546] Completed FNX in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-29T20:22:25.524491] [INFO ] [sig       ] [1270/3546] Forecasting FNY...
[2025-12-29T20:22:25.524519] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-29T20:22:25.524548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-29T20:22:25.537487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-29T20:22:25.537820] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-29T20:22:25.538833] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-29T20:22:25.538885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:25.538916] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:25.538942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:25.538999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:25.599967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:25.600777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:25.600858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:25.600891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:25.710347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:25.710495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:25.710535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:25.710564] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:25.714221] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-29T20:22:25.714491] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-29T20:22:25.714632] [INFO ] [sig       ] FNY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:25.853995] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FNY.txt
[2025-12-29T20:22:25.854121] [INFO ] [sig       ] [1270/3546] Completed FNY in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-29T20:22:25.854160] [INFO ] [sig       ] [1271/3546] Forecasting FOA...
[2025-12-29T20:22:25.854189] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-29T20:22:25.854217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-29T20:22:25.864977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-29T20:22:25.865262] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-29T20:22:25.866065] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-29T20:22:25.866116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:25.866173] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:25.866201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:25.866260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:25.926409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:25.927108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:25.927186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:25.927217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:26.052687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:26.052824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:26.052862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:26.052890] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:26.056937] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=55.47%)
[2025-12-29T20:22:26.057398] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-29T20:22:26.057525] [INFO ] [sig       ] FOA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:26.197066] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FOA.txt
[2025-12-29T20:22:26.197195] [INFO ] [sig       ] [1271/3546] Completed FOA in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-29T20:22:26.197235] [INFO ] [sig       ] [1272/3546] Forecasting FOF...
[2025-12-29T20:22:26.197270] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-29T20:22:26.197300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-29T20:22:26.208261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-29T20:22:26.208534] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-29T20:22:26.209339] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-29T20:22:26.209392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:26.209423] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:26.209449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:26.209507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:26.267215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:26.267849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:26.267927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:26.267958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:26.381246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:26.381376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:26.381414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:26.381442] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:26.384717] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-29T20:22:26.384986] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-29T20:22:26.385108] [INFO ] [sig       ] FOF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:26.523881] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FOF.txt
[2025-12-29T20:22:26.524003] [INFO ] [sig       ] [1272/3546] Completed FOF in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-29T20:22:26.524041] [INFO ] [sig       ] [1273/3546] Forecasting FOLD...
[2025-12-29T20:22:26.524070] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-29T20:22:26.524100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-29T20:22:26.535213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-29T20:22:26.535545] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-29T20:22:26.536355] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-29T20:22:26.536407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:26.536438] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:26.536465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:26.536522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:26.593196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:26.593872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:26.593954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:26.593987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:26.713883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:26.714029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:26.714069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:26.714097] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:26.717442] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-29T20:22:26.717734] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-29T20:22:26.717871] [INFO ] [sig       ] FOLD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:26.858035] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FOLD.txt
[2025-12-29T20:22:26.858178] [INFO ] [sig       ] [1273/3546] Completed FOLD in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-29T20:22:26.858217] [INFO ] [sig       ] [1274/3546] Forecasting FORM...
[2025-12-29T20:22:26.858245] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-29T20:22:26.858275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-29T20:22:26.869223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-29T20:22:26.869498] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-29T20:22:26.870302] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-29T20:22:26.870365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:26.870404] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:26.870431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:26.870488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:26.926529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:26.927145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:26.927223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:26.927255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:27.046158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:27.046312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:27.046353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:27.046429] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:27.049875] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-12-29T20:22:27.050149] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-29T20:22:27.050278] [INFO ] [sig       ] FORM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:27.191390] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FORM.txt
[2025-12-29T20:22:27.191543] [INFO ] [sig       ] [1274/3546] Completed FORM in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-29T20:22:27.191601] [INFO ] [sig       ] [1275/3546] Forecasting FOSL...
[2025-12-29T20:22:27.191632] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-29T20:22:27.191663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-29T20:22:27.204041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-29T20:22:27.204394] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-29T20:22:27.205205] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-29T20:22:27.205258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:27.205289] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:27.205315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:27.205374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:27.264419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:27.265239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:27.265322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:27.265354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:27.387265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:27.387420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:27.387459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:27.387504] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:27.390990] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-12-29T20:22:27.391277] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-29T20:22:27.391408] [INFO ] [sig       ] FOSL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:27.531163] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FOSL.txt
[2025-12-29T20:22:27.531294] [INFO ] [sig       ] [1275/3546] Completed FOSL in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-29T20:22:27.531334] [INFO ] [sig       ] [1276/3546] Forecasting FOX...
[2025-12-29T20:22:27.531362] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-29T20:22:27.531391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-29T20:22:27.543306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-29T20:22:27.543643] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-29T20:22:27.544418] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-29T20:22:27.544470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:27.544502] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:27.544528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:27.544610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:27.603516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:27.604400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:27.604483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:27.604516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:27.726205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:27.726357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:27.726396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:27.726426] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:27.729806] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-29T20:22:27.730113] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-29T20:22:27.730273] [INFO ] [sig       ] FOX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:27.873365] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FOX.txt
[2025-12-29T20:22:27.873499] [INFO ] [sig       ] [1276/3546] Completed FOX in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-29T20:22:27.873538] [INFO ] [sig       ] [1277/3546] Forecasting FOXA...
[2025-12-29T20:22:27.873567] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-29T20:22:27.873615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-29T20:22:27.887588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-29T20:22:27.888154] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-29T20:22:27.889176] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-29T20:22:27.889234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:27.889269] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:27.889296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:27.889355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:27.947228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:27.948276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:27.948368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:27.948420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:28.066526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:28.066714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:28.066754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:28.066781] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:28.070238] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-29T20:22:28.070527] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-29T20:22:28.070676] [INFO ] [sig       ] FOXA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:28.209383] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FOXA.txt
[2025-12-29T20:22:28.209551] [INFO ] [sig       ] [1277/3546] Completed FOXA in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:28.209609] [INFO ] [sig       ] [1278/3546] Forecasting FOXF...
[2025-12-29T20:22:28.209640] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-29T20:22:28.209669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-29T20:22:28.221562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-29T20:22:28.221962] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-29T20:22:28.222904] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-29T20:22:28.222959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:28.222991] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:28.223019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:28.223077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:28.279996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:28.280742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:28.280827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:28.280860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:28.400660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:28.400818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:28.400859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:28.400887] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:28.404319] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=53.90%)
[2025-12-29T20:22:28.404617] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-29T20:22:28.404748] [INFO ] [sig       ] FOXF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:28.542313] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FOXF.txt
[2025-12-29T20:22:28.542461] [INFO ] [sig       ] [1278/3546] Completed FOXF in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:28.542501] [INFO ] [sig       ] [1279/3546] Forecasting FPF...
[2025-12-29T20:22:28.542529] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-29T20:22:28.542559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-29T20:22:28.554042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-29T20:22:28.554367] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-29T20:22:28.555247] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-29T20:22:28.555300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:28.555332] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:28.555369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:28.555429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:28.612144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:28.613002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:28.613086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:28.613120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:28.728516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:28.728686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:28.728725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:28.728753] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:28.732077] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-29T20:22:28.732345] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-29T20:22:28.732468] [INFO ] [sig       ] FPF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:28.870757] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FPF.txt
[2025-12-29T20:22:28.870905] [INFO ] [sig       ] [1279/3546] Completed FPF in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:28.870944] [INFO ] [sig       ] [1280/3546] Forecasting FPH...
[2025-12-29T20:22:28.870974] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-29T20:22:28.871003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-29T20:22:28.882267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-29T20:22:28.882568] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-29T20:22:28.883389] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-29T20:22:28.883443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:28.883474] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:28.883502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:28.883562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:28.939963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:28.940631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:28.940711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:28.940745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:29.060174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:29.060327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:29.060366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:29.060393] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:29.063757] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-29T20:22:29.064033] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-29T20:22:29.064161] [INFO ] [sig       ] FPH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:29.203354] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FPH.txt
[2025-12-29T20:22:29.203519] [INFO ] [sig       ] [1280/3546] Completed FPH in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:29.203558] [INFO ] [sig       ] [1281/3546] Forecasting FPI...
[2025-12-29T20:22:29.203608] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-29T20:22:29.203640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-29T20:22:29.215260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-29T20:22:29.215708] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-29T20:22:29.216558] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-29T20:22:29.216646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:29.216681] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:29.216708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:29.216765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:29.274874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:29.275761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:29.275905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:29.275955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:29.393077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:29.393236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:29.393276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:29.393305] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:29.396654] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-12-29T20:22:29.396962] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-29T20:22:29.397108] [INFO ] [sig       ] FPI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:29.550727] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FPI.txt
[2025-12-29T20:22:29.550909] [INFO ] [sig       ] [1281/3546] Completed FPI in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:29.550952] [INFO ] [sig       ] [1282/3546] Forecasting FPXI...
[2025-12-29T20:22:29.550982] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-29T20:22:29.551014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-29T20:22:29.562748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-29T20:22:29.563123] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-29T20:22:29.563948] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-29T20:22:29.564001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:29.564034] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:29.564063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:29.564124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:29.620425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:29.621332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:29.621415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:29.621448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:29.727457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:29.727643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:29.727684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:29.727712] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:29.731140] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-29T20:22:29.731430] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-29T20:22:29.731562] [INFO ] [sig       ] FPXI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:29.870855] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FPXI.txt
[2025-12-29T20:22:29.870987] [INFO ] [sig       ] [1282/3546] Completed FPXI in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:29.871026] [INFO ] [sig       ] [1283/3546] Forecasting FRA...
[2025-12-29T20:22:29.871056] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-29T20:22:29.871095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-29T20:22:29.882827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-29T20:22:29.883206] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-29T20:22:29.884025] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-29T20:22:29.884078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:29.884111] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:29.884138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:29.884198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:29.941084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:29.941965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:29.942048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:29.942080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:30.071379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:30.071566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:30.071649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:30.071696] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:30.075989] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-29T20:22:30.076384] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-29T20:22:30.076539] [INFO ] [sig       ] FRA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:30.242631] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FRA.txt
[2025-12-29T20:22:30.242804] [INFO ] [sig       ] [1283/3546] Completed FRA in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:30.242844] [INFO ] [sig       ] [1284/3546] Forecasting FRBA...
[2025-12-29T20:22:30.242875] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-29T20:22:30.242904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-29T20:22:30.254514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-29T20:22:30.254882] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-29T20:22:30.255738] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-29T20:22:30.255791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:30.255822] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:30.255849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:30.255907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:30.312005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:30.312888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:30.312973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:30.313005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:30.429622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:30.429784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:30.429824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:30.429853] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:30.433225] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-29T20:22:30.433506] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-29T20:22:30.433655] [INFO ] [sig       ] FRBA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:30.572036] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FRBA.txt
[2025-12-29T20:22:30.572201] [INFO ] [sig       ] [1284/3546] Completed FRBA in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:30.572240] [INFO ] [sig       ] [1285/3546] Forecasting FRGE...
[2025-12-29T20:22:30.572269] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-29T20:22:30.572297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-29T20:22:30.583437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-29T20:22:30.583713] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-29T20:22:30.584481] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-29T20:22:30.584533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:30.584565] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:30.584615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:30.584674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:30.640662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:30.641255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:30.641334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:30.641365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:30.767397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:30.767638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:30.767699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:30.767746] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:30.772676] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-12-29T20:22:30.773071] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-29T20:22:30.773261] [INFO ] [sig       ] FRGE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:30.921821] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FRGE.txt
[2025-12-29T20:22:30.921968] [INFO ] [sig       ] [1285/3546] Completed FRGE in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-29T20:22:30.922007] [INFO ] [sig       ] [1286/3546] Forecasting FRHC...
[2025-12-29T20:22:30.922037] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-29T20:22:30.922077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-29T20:22:30.934524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-29T20:22:30.934926] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-29T20:22:30.935776] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-29T20:22:30.935831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:30.935864] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:30.935891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:30.935950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:30.998781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:30.999676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:30.999762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:30.999796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:31.147175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:31.147361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:31.147423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:31.147469] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:31.151638] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=66.97%)
[2025-12-29T20:22:31.152086] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-29T20:22:31.152242] [INFO ] [sig       ] FRHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:31.296393] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FRHC.txt
[2025-12-29T20:22:31.296562] [INFO ] [sig       ] [1286/3546] Completed FRHC in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-29T20:22:31.296622] [INFO ] [sig       ] [1287/3546] Forecasting FRME...
[2025-12-29T20:22:31.296652] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-29T20:22:31.296681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-29T20:22:31.308004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-29T20:22:31.308380] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-29T20:22:31.309256] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-29T20:22:31.309309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:31.309343] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:31.309371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:31.309429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:31.366796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:31.367704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:31.367793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:31.367825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:31.488379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:31.488534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:31.488589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:31.488623] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:31.492920] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=29.43%)
[2025-12-29T20:22:31.493278] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-29T20:22:31.493429] [INFO ] [sig       ] FRME: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:31.632834] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FRME.txt
[2025-12-29T20:22:31.632967] [INFO ] [sig       ] [1287/3546] Completed FRME in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-29T20:22:31.633005] [INFO ] [sig       ] [1288/3546] Forecasting FRO...
[2025-12-29T20:22:31.633033] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-29T20:22:31.633061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-29T20:22:31.644186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-29T20:22:31.644456] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-29T20:22:31.645250] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-29T20:22:31.645303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:31.645361] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:31.645389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:31.645447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:31.701967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:31.702843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:31.702926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:31.702959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:31.821525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:31.821721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:31.821761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:31.821788] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:31.825171] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-29T20:22:31.825464] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-29T20:22:31.825612] [INFO ] [sig       ] FRO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:31.966723] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FRO.txt
[2025-12-29T20:22:31.966888] [INFO ] [sig       ] [1288/3546] Completed FRO in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-29T20:22:31.966928] [INFO ] [sig       ] [1289/3546] Forecasting FROG...
[2025-12-29T20:22:31.966958] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-29T20:22:31.966988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-29T20:22:31.981470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-29T20:22:31.981934] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-29T20:22:31.982964] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-29T20:22:31.983028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:31.983067] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:31.983101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:31.983180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:32.046759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:32.047715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:32.047807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:32.047840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:32.182062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:32.182251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:32.182313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:32.182359] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:32.187272] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-29T20:22:32.187675] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-29T20:22:32.187852] [INFO ] [sig       ] FROG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:32.345523] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FROG.txt
[2025-12-29T20:22:32.345704] [INFO ] [sig       ] [1289/3546] Completed FROG in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-29T20:22:32.345750] [INFO ] [sig       ] [1290/3546] Forecasting FRPH...
[2025-12-29T20:22:32.345781] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-29T20:22:32.345811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-29T20:22:32.357515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-29T20:22:32.357868] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-29T20:22:32.358718] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-29T20:22:32.358794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:32.358829] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:32.358857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:32.358915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:32.420146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:32.421001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:32.421086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:32.421119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:32.559133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:32.559301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:32.559342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:32.559370] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:32.562970] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=40.73%)
[2025-12-29T20:22:32.563330] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-29T20:22:32.563473] [INFO ] [sig       ] FRPH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:32.709915] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FRPH.txt
[2025-12-29T20:22:32.710092] [INFO ] [sig       ] [1290/3546] Completed FRPH in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-29T20:22:32.710133] [INFO ] [sig       ] [1291/3546] Forecasting FRSH...
[2025-12-29T20:22:32.710161] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-29T20:22:32.710192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-29T20:22:32.722661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-29T20:22:32.723057] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-29T20:22:32.723902] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-29T20:22:32.723956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:32.723988] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:32.724014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:32.724071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:32.780533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:32.781504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:32.781672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:32.781705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:32.907101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:32.907258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:32.907297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:32.907360] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:32.910930] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-29T20:22:32.911204] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-29T20:22:32.911519] [INFO ] [sig       ] FRSH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:33.053474] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FRSH.txt
[2025-12-29T20:22:33.053659] [INFO ] [sig       ] [1291/3546] Completed FRSH in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-29T20:22:33.053704] [INFO ] [sig       ] [1292/3546] Forecasting FRSX...
[2025-12-29T20:22:33.053733] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-29T20:22:33.053763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-29T20:22:33.065863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-29T20:22:33.066300] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-29T20:22:33.067173] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-29T20:22:33.067240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:33.067274] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:33.067300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:33.067357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:33.123482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:33.124412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:33.124496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:33.124529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:33.240860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:33.241030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:33.241070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:33.241098] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:33.244683] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-29T20:22:33.245026] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-29T20:22:33.245169] [INFO ] [sig       ] FRSX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:33.386203] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FRSX.txt
[2025-12-29T20:22:33.386361] [INFO ] [sig       ] [1292/3546] Completed FRSX in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-29T20:22:33.386400] [INFO ] [sig       ] [1293/3546] Forecasting FSBC...
[2025-12-29T20:22:33.386430] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-29T20:22:33.386459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-29T20:22:33.398058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-29T20:22:33.398383] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-29T20:22:33.399203] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-29T20:22:33.399254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:33.399285] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:33.399311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:33.399368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:33.456202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:33.457035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:33.457115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:33.457146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:33.582108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:33.582278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:33.582322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:33.582351] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:33.585907] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-29T20:22:33.586208] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-29T20:22:33.586346] [INFO ] [sig       ] FSBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:33.727390] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FSBC.txt
[2025-12-29T20:22:33.727550] [INFO ] [sig       ] [1293/3546] Completed FSBC in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-29T20:22:33.727610] [INFO ] [sig       ] [1294/3546] Forecasting FSCO...
[2025-12-29T20:22:33.727641] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-29T20:22:33.727671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-29T20:22:33.739823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-29T20:22:33.740247] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-29T20:22:33.741127] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-29T20:22:33.741180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:33.741212] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:33.741238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:33.741297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:33.798010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:33.798986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:33.799078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:33.799111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:33.917230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:33.917386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:33.917426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:33.917454] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:33.920894] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-12-29T20:22:33.921178] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-29T20:22:33.921307] [INFO ] [sig       ] FSCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:34.061053] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FSCO.txt
[2025-12-29T20:22:34.061210] [INFO ] [sig       ] [1294/3546] Completed FSCO in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:34.061254] [INFO ] [sig       ] [1295/3546] Forecasting FSK...
[2025-12-29T20:22:34.061282] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-29T20:22:34.061312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-29T20:22:34.073066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-29T20:22:34.073431] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-29T20:22:34.074242] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-29T20:22:34.074293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:34.074324] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:34.074350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:34.074408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:34.131232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:34.132104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:34.132187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:34.132223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:34.246526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:34.246707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:34.246749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:34.246778] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:34.250153] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2025-12-29T20:22:34.250425] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-29T20:22:34.250550] [INFO ] [sig       ] FSK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:34.390338] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FSK.txt
[2025-12-29T20:22:34.390508] [INFO ] [sig       ] [1295/3546] Completed FSK in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:34.390592] [INFO ] [sig       ] [1296/3546] Forecasting FSLY...
[2025-12-29T20:22:34.390626] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-29T20:22:34.390655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-29T20:22:34.402231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-29T20:22:34.402610] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-29T20:22:34.403400] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-29T20:22:34.403452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:34.403483] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:34.403510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:34.403567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:34.459434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:34.460251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:34.460336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:34.460368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:34.588624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:34.588827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:34.588885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:34.588914] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:34.592995] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-12-29T20:22:34.593377] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-29T20:22:34.593554] [INFO ] [sig       ] FSLY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:34.752214] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FSLY.txt
[2025-12-29T20:22:34.752434] [INFO ] [sig       ] [1296/3546] Completed FSLY in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:34.752498] [INFO ] [sig       ] [1297/3546] Forecasting FSM...
[2025-12-29T20:22:34.752543] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-29T20:22:34.752611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-29T20:22:34.767910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-29T20:22:34.768320] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-29T20:22:34.769251] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-29T20:22:34.769306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:34.769338] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:34.769363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:34.769420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:34.842374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:34.843695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:34.843806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:34.843845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:35.009087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:35.009303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:35.009364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:35.009411] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:35.014864] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-12-29T20:22:35.015442] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-29T20:22:35.015707] [INFO ] [sig       ] FSM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:35.247814] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FSM.txt
[2025-12-29T20:22:35.248054] [INFO ] [sig       ] [1297/3546] Completed FSM in 0.5s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:35.248116] [INFO ] [sig       ] [1298/3546] Forecasting FSS...
[2025-12-29T20:22:35.248156] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-29T20:22:35.248197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-29T20:22:35.263136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-29T20:22:35.263627] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-29T20:22:35.264562] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-29T20:22:35.264654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:35.264691] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:35.264719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:35.264779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:35.332948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:35.334165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:35.334913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:35.334964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:35.510124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:35.510330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:35.510394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:35.510443] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:35.515925] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-12-29T20:22:35.516453] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-29T20:22:35.516698] [INFO ] [sig       ] FSS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:35.723347] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FSS.txt
[2025-12-29T20:22:35.723605] [INFO ] [sig       ] [1298/3546] Completed FSS in 0.5s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:35.723676] [INFO ] [sig       ] [1299/3546] Forecasting FTA...
[2025-12-29T20:22:35.723730] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-29T20:22:35.723780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-29T20:22:35.740708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-29T20:22:35.741200] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-29T20:22:35.742447] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-29T20:22:35.742525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:35.742603] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:35.742653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:35.742746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:35.823653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:35.824851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:35.824977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:35.825027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:35.997254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:35.997478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:35.997597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:35.997655] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:36.003431] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-29T20:22:36.003995] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-29T20:22:36.004211] [INFO ] [sig       ] FTA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:36.156747] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTA.txt
[2025-12-29T20:22:36.156921] [INFO ] [sig       ] [1299/3546] Completed FTA in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:36.156964] [INFO ] [sig       ] [1300/3546] Forecasting FTAI...
[2025-12-29T20:22:36.156993] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-29T20:22:36.157023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-29T20:22:36.168988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-29T20:22:36.169342] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-29T20:22:36.170156] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-29T20:22:36.170210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:36.170241] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:36.170268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:36.170325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:36.227944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:36.228866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:36.228977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:36.229012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:36.350337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:36.350496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:36.350537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:36.350567] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:36.353997] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-29T20:22:36.354275] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-29T20:22:36.354405] [INFO ] [sig       ] FTAI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:36.497468] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTAI.txt
[2025-12-29T20:22:36.497647] [INFO ] [sig       ] [1300/3546] Completed FTAI in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:36.497690] [INFO ] [sig       ] [1301/3546] Forecasting FTC...
[2025-12-29T20:22:36.497719] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-29T20:22:36.497748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-29T20:22:36.509772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-29T20:22:36.510191] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-29T20:22:36.511199] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-29T20:22:36.511261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:36.511302] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:36.511338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:36.511419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:36.581426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:36.582310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:36.582410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:36.582443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:36.713972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:36.714133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:36.714173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:36.714205] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:36.717696] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-12-29T20:22:36.718047] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-29T20:22:36.718190] [INFO ] [sig       ] FTC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:36.865837] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTC.txt
[2025-12-29T20:22:36.866026] [INFO ] [sig       ] [1301/3546] Completed FTC in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:36.866066] [INFO ] [sig       ] [1302/3546] Forecasting FTCI...
[2025-12-29T20:22:36.866095] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-29T20:22:36.866125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-29T20:22:36.877038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-29T20:22:36.877396] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-29T20:22:36.878194] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-29T20:22:36.878247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:36.878279] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:36.878306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:36.878363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:36.935370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:36.936217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:36.936298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:36.936330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:37.056676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:37.056832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:37.056869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:37.056898] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:37.060242] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=58.35%)
[2025-12-29T20:22:37.060508] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-29T20:22:37.060650] [INFO ] [sig       ] FTCI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:37.202291] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTCI.txt
[2025-12-29T20:22:37.202454] [INFO ] [sig       ] [1302/3546] Completed FTCI in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-29T20:22:37.202495] [INFO ] [sig       ] [1303/3546] Forecasting FTCS...
[2025-12-29T20:22:37.202525] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-29T20:22:37.202555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-29T20:22:37.213921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-29T20:22:37.214278] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-29T20:22:37.215095] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-29T20:22:37.215149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:37.215193] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:37.215221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:37.215278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:37.272009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:37.272863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:37.272946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:37.272979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:37.387941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:37.388098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:37.388136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:37.388164] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:37.391555] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-29T20:22:37.391880] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-29T20:22:37.392014] [INFO ] [sig       ] FTCS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:37.535757] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTCS.txt
[2025-12-29T20:22:37.535919] [INFO ] [sig       ] [1303/3546] Completed FTCS in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:37.535962] [INFO ] [sig       ] [1304/3546] Forecasting FTEK...
[2025-12-29T20:22:37.535991] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-29T20:22:37.536022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-29T20:22:37.548088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-29T20:22:37.548490] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-29T20:22:37.549375] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-29T20:22:37.549430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:37.549464] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:37.549492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:37.549550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:37.608807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:37.609696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:37.609787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:37.609821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:37.726547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:37.726723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:37.726765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:37.726794] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:37.730297] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-29T20:22:37.730613] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-29T20:22:37.730747] [INFO ] [sig       ] FTEK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:37.874196] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTEK.txt
[2025-12-29T20:22:37.874354] [INFO ] [sig       ] [1304/3546] Completed FTEK in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:37.874394] [INFO ] [sig       ] [1305/3546] Forecasting FTGC...
[2025-12-29T20:22:37.874423] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-29T20:22:37.874454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-29T20:22:37.886280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-29T20:22:37.886700] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-29T20:22:37.887526] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-29T20:22:37.887601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:37.887661] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:37.887690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:37.887750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:37.946295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:37.947237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:37.947354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:37.947389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:38.068943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:38.069106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:38.069147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:38.069175] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:38.072651] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2025-12-29T20:22:38.072959] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-29T20:22:38.073095] [INFO ] [sig       ] FTGC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:38.214893] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTGC.txt
[2025-12-29T20:22:38.215049] [INFO ] [sig       ] [1305/3546] Completed FTGC in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:38.215090] [INFO ] [sig       ] [1306/3546] Forecasting FTGS...
[2025-12-29T20:22:38.215119] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-29T20:22:38.215148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-29T20:22:38.226661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-29T20:22:38.227053] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-29T20:22:38.227907] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-29T20:22:38.227961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:38.227993] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:38.228019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:38.228076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:38.286262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:38.287171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:38.287261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:38.287294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:38.407478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:38.407647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:38.407688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:38.407718] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:38.411197] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-29T20:22:38.411533] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-29T20:22:38.411689] [INFO ] [sig       ] FTGS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:38.552222] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTGS.txt
[2025-12-29T20:22:38.552379] [INFO ] [sig       ] [1306/3546] Completed FTGS in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:38.552419] [INFO ] [sig       ] [1307/3546] Forecasting FTHI...
[2025-12-29T20:22:38.552454] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-29T20:22:38.552485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-29T20:22:38.563805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-29T20:22:38.564150] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-29T20:22:38.564979] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-29T20:22:38.565031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:38.565063] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:38.565090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:38.565146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:38.621259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:38.622142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:38.622228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:38.622260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:38.742440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:38.742616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:38.742657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:38.742685] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:38.746029] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-29T20:22:38.746307] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-29T20:22:38.746432] [INFO ] [sig       ] FTHI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:38.886818] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTHI.txt
[2025-12-29T20:22:38.886974] [INFO ] [sig       ] [1307/3546] Completed FTHI in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:38.887013] [INFO ] [sig       ] [1308/3546] Forecasting FTHY...
[2025-12-29T20:22:38.887043] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-29T20:22:38.887074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-29T20:22:38.899282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-29T20:22:38.899616] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-29T20:22:38.900392] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-29T20:22:38.900444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:38.900476] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:38.900503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:38.900560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:38.958974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:38.959841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:38.959924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:38.959957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:39.078053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:39.078205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:39.078245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:39.078312] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:39.081790] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-12-29T20:22:39.082090] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-29T20:22:39.082224] [INFO ] [sig       ] FTHY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:39.250737] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTHY.txt
[2025-12-29T20:22:39.250903] [INFO ] [sig       ] [1308/3546] Completed FTHY in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:39.250944] [INFO ] [sig       ] [1309/3546] Forecasting FTI...
[2025-12-29T20:22:39.250976] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-29T20:22:39.251006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-29T20:22:39.268241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-29T20:22:39.268751] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-29T20:22:39.270001] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-29T20:22:39.270083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:39.270135] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:39.270181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:39.270274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:39.340924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:39.341867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:39.341965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:39.342001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:39.473474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:39.473649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:39.473694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:39.473724] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:39.477201] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-12-29T20:22:39.477509] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-29T20:22:39.477666] [INFO ] [sig       ] FTI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:39.695934] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTI.txt
[2025-12-29T20:22:39.696096] [INFO ] [sig       ] [1309/3546] Completed FTI in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:39.696135] [INFO ] [sig       ] [1310/3546] Forecasting FTK...
[2025-12-29T20:22:39.696165] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-29T20:22:39.696194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-29T20:22:39.708310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-29T20:22:39.708725] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-29T20:22:39.709636] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-29T20:22:39.709693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:39.709725] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:39.709753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:39.709813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:39.769189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:39.770085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:39.770177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:39.770212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:39.895641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:39.895882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:39.895934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:39.895983] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:39.899840] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-12-29T20:22:39.900143] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-29T20:22:39.900298] [INFO ] [sig       ] FTK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:40.045916] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTK.txt
[2025-12-29T20:22:40.046105] [INFO ] [sig       ] [1310/3546] Completed FTK in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:40.046158] [INFO ] [sig       ] [1311/3546] Forecasting FTLF...
[2025-12-29T20:22:40.046195] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-29T20:22:40.046226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-29T20:22:40.059551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-29T20:22:40.060014] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-29T20:22:40.060908] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-29T20:22:40.060966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:40.061002] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:40.061030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:40.061091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:40.122536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:40.123464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:40.123557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:40.123612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:40.232353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:40.232513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:40.232556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:40.232605] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:40.236342] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-29T20:22:40.236671] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-29T20:22:40.236812] [INFO ] [sig       ] FTLF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:40.383088] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTLF.txt
[2025-12-29T20:22:40.383250] [INFO ] [sig       ] [1311/3546] Completed FTLF in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:40.383292] [INFO ] [sig       ] [1312/3546] Forecasting FTQI...
[2025-12-29T20:22:40.383322] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-29T20:22:40.383352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-29T20:22:40.395671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-29T20:22:40.396084] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-29T20:22:40.397248] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-29T20:22:40.397310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:40.397343] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:40.397370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:40.397430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:40.457308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:40.458223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:40.458321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:40.458373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:40.581715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:40.581883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:40.581925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:40.581954] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:40.585752] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-29T20:22:40.586115] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-29T20:22:40.586267] [INFO ] [sig       ] FTQI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:40.731299] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTQI.txt
[2025-12-29T20:22:40.731460] [INFO ] [sig       ] [1312/3546] Completed FTQI in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-29T20:22:40.731504] [INFO ] [sig       ] [1313/3546] Forecasting FTRE...
[2025-12-29T20:22:40.731532] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-29T20:22:40.731561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-29T20:22:40.743987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-29T20:22:40.744416] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-29T20:22:40.745291] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-29T20:22:40.745345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:40.745376] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:40.745403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:40.745461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:40.806047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:40.807173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:40.807287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:40.807336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:40.937066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:40.937241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:40.937284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:40.937314] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:40.941078] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=65.00%)
[2025-12-29T20:22:40.941435] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-29T20:22:40.941604] [INFO ] [sig       ] FTRE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:41.091133] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTRE.txt
[2025-12-29T20:22:41.091298] [INFO ] [sig       ] [1313/3546] Completed FTRE in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-29T20:22:41.091343] [INFO ] [sig       ] [1314/3546] Forecasting FTRI...
[2025-12-29T20:22:41.091374] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-29T20:22:41.091404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-29T20:22:41.104129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-29T20:22:41.104510] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-29T20:22:41.105377] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-29T20:22:41.105444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:41.105485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:41.105528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:41.105621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:41.165197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:41.166128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:41.166215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:41.166250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:41.286791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:41.286950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:41.286991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:41.287020] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:41.290570] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=77.70%)
[2025-12-29T20:22:41.290890] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-29T20:22:41.291025] [INFO ] [sig       ] FTRI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:41.432954] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTRI.txt
[2025-12-29T20:22:41.433116] [INFO ] [sig       ] [1314/3546] Completed FTRI in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-29T20:22:41.433157] [INFO ] [sig       ] [1315/3546] Forecasting FTS...
[2025-12-29T20:22:41.433186] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-29T20:22:41.433216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-29T20:22:41.445314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-29T20:22:41.445723] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-29T20:22:41.446538] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-29T20:22:41.446613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:41.446647] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:41.446675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:41.446733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:41.504202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:41.505104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:41.505229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:41.505264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:41.629228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:41.629431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:41.629481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:41.629510] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:41.633023] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=81.72%)
[2025-12-29T20:22:41.633326] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-29T20:22:41.633462] [INFO ] [sig       ] FTS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:41.775500] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTS.txt
[2025-12-29T20:22:41.775707] [INFO ] [sig       ] [1315/3546] Completed FTS in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-29T20:22:41.775749] [INFO ] [sig       ] [1316/3546] Forecasting FTSL...
[2025-12-29T20:22:41.775778] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-29T20:22:41.775807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-29T20:22:41.787254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-29T20:22:41.787685] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-29T20:22:41.788546] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-29T20:22:41.788625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:41.788659] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:41.788687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:41.788746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:41.847000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:41.847899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:41.847988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:41.848021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:41.966297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:41.966465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:41.966506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:41.966535] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:41.970145] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-12-29T20:22:41.970459] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-29T20:22:41.970611] [INFO ] [sig       ] FTSL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:42.115333] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTSL.txt
[2025-12-29T20:22:42.115491] [INFO ] [sig       ] [1316/3546] Completed FTSL in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-29T20:22:42.115531] [INFO ] [sig       ] [1317/3546] Forecasting FTSM...
[2025-12-29T20:22:42.115563] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-29T20:22:42.115615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-29T20:22:42.127011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-29T20:22:42.127414] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-29T20:22:42.128317] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-29T20:22:42.128384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:42.128427] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:42.128457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:42.128516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:42.186298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:42.187179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:42.187281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:42.187318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:42.289807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:42.289966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:42.290006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:42.290035] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:42.293524] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-29T20:22:42.293855] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-29T20:22:42.293990] [INFO ] [sig       ] FTSM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:42.440948] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTSM.txt
[2025-12-29T20:22:42.441107] [INFO ] [sig       ] [1317/3546] Completed FTSM in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-29T20:22:42.441147] [INFO ] [sig       ] [1318/3546] Forecasting FTXL...
[2025-12-29T20:22:42.441177] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-29T20:22:42.441213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-29T20:22:42.453409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-29T20:22:42.453808] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-29T20:22:42.454830] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-29T20:22:42.454883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:42.454916] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:42.454947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:42.455019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:42.515616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:42.516350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:42.516443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:42.516476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:42.636802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:42.636958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:42.636996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:42.637026] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:42.641105] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-12-29T20:22:42.641378] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-29T20:22:42.641504] [INFO ] [sig       ] FTXL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:42.798521] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTXL.txt
[2025-12-29T20:22:42.798802] [INFO ] [sig       ] [1318/3546] Completed FTXL in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-29T20:22:42.798854] [INFO ] [sig       ] [1319/3546] Forecasting FTXN...
[2025-12-29T20:22:42.798887] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-29T20:22:42.798917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-29T20:22:42.810407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-29T20:22:42.810892] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-29T20:22:42.811820] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-29T20:22:42.811885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:42.811927] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:42.811965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:42.812050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:42.884705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:42.885892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:42.885987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:42.886021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:43.010848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:43.011009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:43.011049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:43.011078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:43.014836] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=57.11%)
[2025-12-29T20:22:43.015189] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-29T20:22:43.015331] [INFO ] [sig       ] FTXN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:43.166078] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FTXN.txt
[2025-12-29T20:22:43.166253] [INFO ] [sig       ] [1319/3546] Completed FTXN in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-29T20:22:43.166297] [INFO ] [sig       ] [1320/3546] Forecasting FTXO...
[2025-12-29T20:22:43.166326] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-29T20:22:43.166356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-29T20:22:43.177905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-29T20:22:43.178263] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-29T20:22:43.179104] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-29T20:22:43.179157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:43.179189] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:43.179216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:43.179272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:43.239325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:43.240192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:43.240278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:43.240312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:43.377023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:43.377211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:43.377253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:43.377282] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:43.381063] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-29T20:22:43.381400] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-29T20:22:43.381548] [INFO ] [sig       ] FTXO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:43.524080] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FTXO.txt
[2025-12-29T20:22:43.524239] [INFO ] [sig       ] [1320/3546] Completed FTXO in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:43.524279] [INFO ] [sig       ] [1321/3546] Forecasting FUBO...
[2025-12-29T20:22:43.524309] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-29T20:22:43.524338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-29T20:22:43.538953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-29T20:22:43.539263] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-29T20:22:43.540104] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-29T20:22:43.540157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:43.540190] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:43.540216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:43.540281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:43.597788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:43.598524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:43.598623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:43.598657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:43.723175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:43.723333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:43.723373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:43.723420] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:43.726919] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-12-29T20:22:43.727220] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-29T20:22:43.727352] [INFO ] [sig       ] FUBO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:43.882945] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FUBO.txt
[2025-12-29T20:22:43.883104] [INFO ] [sig       ] [1321/3546] Completed FUBO in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:43.883146] [INFO ] [sig       ] [1322/3546] Forecasting FUL...
[2025-12-29T20:22:43.883174] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-29T20:22:43.883203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-29T20:22:43.894665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-29T20:22:43.895211] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-29T20:22:43.896256] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-29T20:22:43.896309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:43.896395] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:43.896425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:43.896502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:43.956710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:43.957789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:43.958054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:43.958087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:44.081552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:44.081939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:44.081980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:44.082008] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:44.085910] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=66.18%)
[2025-12-29T20:22:44.086210] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-29T20:22:44.086338] [INFO ] [sig       ] FUL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:44.230552] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FUL.txt
[2025-12-29T20:22:44.230750] [INFO ] [sig       ] [1322/3546] Completed FUL in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:44.230794] [INFO ] [sig       ] [1323/3546] Forecasting FULC...
[2025-12-29T20:22:44.230824] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-29T20:22:44.230854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-29T20:22:44.243887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-29T20:22:44.244303] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-29T20:22:44.245182] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-29T20:22:44.245239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:44.245272] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:44.245299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:44.245358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:44.317234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:44.318535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:44.318677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:44.318740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:44.475670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:44.475828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:44.475877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:44.475913] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:44.479873] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-12-29T20:22:44.480262] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-29T20:22:44.480436] [INFO ] [sig       ] FULC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:44.646125] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FULC.txt
[2025-12-29T20:22:44.646289] [INFO ] [sig       ] [1323/3546] Completed FULC in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:44.646333] [INFO ] [sig       ] [1324/3546] Forecasting FUN...
[2025-12-29T20:22:44.646365] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-29T20:22:44.646395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-29T20:22:44.662465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-29T20:22:44.662893] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-29T20:22:44.663854] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-29T20:22:44.663908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:44.663940] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:44.663974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:44.664056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:44.727125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:44.728056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:44.728149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:44.728182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:44.856393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:44.856617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:44.856672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:44.856711] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:44.861819] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-29T20:22:44.862330] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-29T20:22:44.862525] [INFO ] [sig       ] FUN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:45.026567] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FUN.txt
[2025-12-29T20:22:45.026773] [INFO ] [sig       ] [1324/3546] Completed FUN in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:45.026841] [INFO ] [sig       ] [1325/3546] Forecasting FUNC...
[2025-12-29T20:22:45.026875] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-29T20:22:45.026905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-29T20:22:45.039469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-29T20:22:45.039864] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-29T20:22:45.040706] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-29T20:22:45.040757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:45.040788] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:45.040814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:45.040883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:45.097499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:45.098290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:45.098370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:45.098403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:45.213018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:45.213171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:45.213208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:45.213273] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:45.216640] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2025-12-29T20:22:45.216908] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-29T20:22:45.217033] [INFO ] [sig       ] FUNC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:45.357100] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FUNC.txt
[2025-12-29T20:22:45.357262] [INFO ] [sig       ] [1325/3546] Completed FUNC in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:45.357303] [INFO ] [sig       ] [1326/3546] Forecasting FUND...
[2025-12-29T20:22:45.357332] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-29T20:22:45.357362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-29T20:22:45.369079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-29T20:22:45.369476] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-29T20:22:45.370329] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-29T20:22:45.370383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:45.370414] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:45.370442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:45.370501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:45.428615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:45.429564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:45.429673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:45.429706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:45.543104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:45.543268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:45.543308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:45.543337] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:45.546921] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=50.02%)
[2025-12-29T20:22:45.547241] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-29T20:22:45.547382] [INFO ] [sig       ] FUND: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:45.689255] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FUND.txt
[2025-12-29T20:22:45.689416] [INFO ] [sig       ] [1326/3546] Completed FUND in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:45.689456] [INFO ] [sig       ] [1327/3546] Forecasting FVCB...
[2025-12-29T20:22:45.689486] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-29T20:22:45.689516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-29T20:22:45.701478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-29T20:22:45.701866] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-29T20:22:45.702705] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-29T20:22:45.702771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:45.702805] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:45.702832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:45.702893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:45.760222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:45.761101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:45.761191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:45.761223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:45.876361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:45.876511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:45.876556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:45.876606] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:45.879975] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-29T20:22:45.880256] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-29T20:22:45.880383] [INFO ] [sig       ] FVCB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:46.024817] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FVCB.txt
[2025-12-29T20:22:46.024951] [INFO ] [sig       ] [1327/3546] Completed FVCB in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:46.024989] [INFO ] [sig       ] [1328/3546] Forecasting FWONA...
[2025-12-29T20:22:46.025019] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-29T20:22:46.025049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-29T20:22:46.036013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-29T20:22:46.036294] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-29T20:22:46.037100] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-29T20:22:46.037153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:46.037184] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:46.037210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:46.037268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:46.093831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:46.094524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:46.094622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:46.094656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:46.212310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:46.212447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:46.212486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:46.212513] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:46.215812] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2025-12-29T20:22:46.216079] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-29T20:22:46.216200] [INFO ] [sig       ] FWONA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:46.356168] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FWONA.txt
[2025-12-29T20:22:46.356338] [INFO ] [sig       ] [1328/3546] Completed FWONA in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:46.356378] [INFO ] [sig       ] [1329/3546] Forecasting FWONK...
[2025-12-29T20:22:46.356409] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-29T20:22:46.356442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-29T20:22:46.368518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-29T20:22:46.368970] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-29T20:22:46.369860] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-29T20:22:46.369914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:46.369945] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:46.369970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:46.370027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:46.427821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:46.428724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:46.428836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:46.428870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:46.551639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:46.551796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:46.551834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:46.551862] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:46.555175] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-29T20:22:46.555457] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-29T20:22:46.555623] [INFO ] [sig       ] FWONK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:46.700423] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FWONK.txt
[2025-12-29T20:22:46.700620] [INFO ] [sig       ] [1329/3546] Completed FWONK in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:46.700690] [INFO ] [sig       ] [1330/3546] Forecasting FWRD...
[2025-12-29T20:22:46.700723] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-29T20:22:46.700753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-29T20:22:46.712720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-29T20:22:46.713092] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-29T20:22:46.714047] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-29T20:22:46.714104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:46.714136] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:46.714162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:46.714221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:46.771510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:46.772372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:46.772455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:46.772486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:46.899712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:46.899869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:46.899911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:46.899942] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:46.904076] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=43.75%)
[2025-12-29T20:22:46.904389] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-29T20:22:46.904544] [INFO ] [sig       ] FWRD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:47.057565] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FWRD.txt
[2025-12-29T20:22:47.057788] [INFO ] [sig       ] [1330/3546] Completed FWRD in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-29T20:22:47.057833] [INFO ] [sig       ] [1331/3546] Forecasting FWRG...
[2025-12-29T20:22:47.057863] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-29T20:22:47.057892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-29T20:22:47.071557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-29T20:22:47.072026] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-29T20:22:47.073091] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-29T20:22:47.073148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:47.073180] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:47.073207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:47.073270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:47.134872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:47.135807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:47.135895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:47.135930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:47.265415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:47.265604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:47.265648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:47.265677] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:47.269259] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-12-29T20:22:47.269617] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-29T20:22:47.269760] [INFO ] [sig       ] FWRG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:47.422325] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/FWRG.txt
[2025-12-29T20:22:47.422490] [INFO ] [sig       ] [1331/3546] Completed FWRG in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-29T20:22:47.422532] [INFO ] [sig       ] [1332/3546] Forecasting FYC...
[2025-12-29T20:22:47.422565] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-29T20:22:47.422619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-29T20:22:47.434805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-29T20:22:47.435199] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-29T20:22:47.436083] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-29T20:22:47.436136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:47.436169] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:47.436209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:47.436284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:47.495272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:47.496186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:47.496306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:47.496341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:47.632749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:47.632910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:47.632950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:47.632978] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:47.636760] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-29T20:22:47.637134] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-29T20:22:47.637282] [INFO ] [sig       ] FYC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:47.794619] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FYC.txt
[2025-12-29T20:22:47.794821] [INFO ] [sig       ] [1332/3546] Completed FYC in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-29T20:22:47.794872] [INFO ] [sig       ] [1333/3546] Forecasting FYX...
[2025-12-29T20:22:47.794903] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-29T20:22:47.794946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-29T20:22:47.809159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-29T20:22:47.809666] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-29T20:22:47.810775] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-29T20:22:47.810842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:47.810883] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:47.810919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:47.810998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:47.870898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:47.871806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:47.871899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:47.871931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:48.003838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:48.004005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:48.004046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:48.004075] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:48.007752] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-29T20:22:48.008065] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-29T20:22:48.008201] [INFO ] [sig       ] FYX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:48.161560] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/FYX.txt
[2025-12-29T20:22:48.161794] [INFO ] [sig       ] [1333/3546] Completed FYX in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-29T20:22:48.161845] [INFO ] [sig       ] [1334/3546] Forecasting G...
[2025-12-29T20:22:48.161887] [INFO ] [sig       ] Generating forecast for: G
[2025-12-29T20:22:48.161923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-29T20:22:48.173920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-29T20:22:48.174350] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-29T20:22:48.175339] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-29T20:22:48.175395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:48.175427] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:48.175479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:48.175570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:48.244322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:48.245493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:48.245667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:48.245724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:48.375730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:48.375909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:48.375949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:48.375977] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:48.379477] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=52.46%)
[2025-12-29T20:22:48.379823] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-29T20:22:48.379964] [INFO ] [sig       ] G: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:48.520335] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/G.txt
[2025-12-29T20:22:48.520494] [INFO ] [sig       ] [1334/3546] Completed G in 0.4s | 2.87 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-29T20:22:48.520536] [INFO ] [sig       ] [1335/3546] Forecasting GAB...
[2025-12-29T20:22:48.520565] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-29T20:22:48.520618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-29T20:22:48.532553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-29T20:22:48.532951] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-29T20:22:48.533791] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-29T20:22:48.533845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:48.533879] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:48.533907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:48.533966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:48.590787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:48.591684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:48.591768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:48.591799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:48.713385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:48.713543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:48.713601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:48.713632] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:48.717150] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-29T20:22:48.717445] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-29T20:22:48.717598] [INFO ] [sig       ] GAB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:48.857835] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GAB.txt
[2025-12-29T20:22:48.858029] [INFO ] [sig       ] [1335/3546] Completed GAB in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-29T20:22:48.858071] [INFO ] [sig       ] [1336/3546] Forecasting GABC...
[2025-12-29T20:22:48.858101] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-29T20:22:48.858130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-29T20:22:48.869867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-29T20:22:48.870193] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-29T20:22:48.870999] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-29T20:22:48.871051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:48.871083] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:48.871109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:48.871167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:48.927354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:48.928241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:48.928327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:48.928360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:49.041133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:49.041295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:49.041333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:49.041361] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:49.044838] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-29T20:22:49.045161] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-29T20:22:49.045298] [INFO ] [sig       ] GABC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:49.184315] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GABC.txt
[2025-12-29T20:22:49.184474] [INFO ] [sig       ] [1336/3546] Completed GABC in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-29T20:22:49.184513] [INFO ] [sig       ] [1337/3546] Forecasting GAIA...
[2025-12-29T20:22:49.184544] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-29T20:22:49.184592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-29T20:22:49.196425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-29T20:22:49.196817] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-29T20:22:49.197645] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-29T20:22:49.197699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:49.197730] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:49.197755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:49.197812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:49.254092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:49.254949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:49.255031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:49.255063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:49.369424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:49.369636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:49.369689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:49.369720] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:49.373445] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2025-12-29T20:22:49.373765] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-29T20:22:49.373900] [INFO ] [sig       ] GAIA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:49.515087] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GAIA.txt
[2025-12-29T20:22:49.515252] [INFO ] [sig       ] [1337/3546] Completed GAIA in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:49.515294] [INFO ] [sig       ] [1338/3546] Forecasting GAIN...
[2025-12-29T20:22:49.515324] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-29T20:22:49.515363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-29T20:22:49.528851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-29T20:22:49.529176] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-29T20:22:49.530017] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-29T20:22:49.530070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:49.530113] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:49.530141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:49.530206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:49.586567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:49.587428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:49.587532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:49.587566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:49.709409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:49.709597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:49.709652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:49.709694] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:49.713311] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-12-29T20:22:49.713615] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-29T20:22:49.713749] [INFO ] [sig       ] GAIN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:49.855260] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GAIN.txt
[2025-12-29T20:22:49.855421] [INFO ] [sig       ] [1338/3546] Completed GAIN in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:49.855460] [INFO ] [sig       ] [1339/3546] Forecasting GAM...
[2025-12-29T20:22:49.855488] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-29T20:22:49.855519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-29T20:22:49.867243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-29T20:22:49.867630] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-29T20:22:49.868477] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-29T20:22:49.868530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:49.868610] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:49.868641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:49.868701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:49.927152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:49.928045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:49.928130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:49.928163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:50.045921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:50.046122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:50.046169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:50.046198] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:50.050117] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-29T20:22:50.050458] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-29T20:22:50.050622] [INFO ] [sig       ] GAM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:50.191175] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GAM.txt
[2025-12-29T20:22:50.191352] [INFO ] [sig       ] [1339/3546] Completed GAM in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:50.191393] [INFO ] [sig       ] [1340/3546] Forecasting GAMB...
[2025-12-29T20:22:50.191422] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-29T20:22:50.191452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-29T20:22:50.203398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-29T20:22:50.203845] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-29T20:22:50.204691] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-29T20:22:50.204744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:50.204775] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:50.204801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:50.204858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:50.262104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:50.263036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:50.263119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:50.263152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:50.382649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:50.382808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:50.382849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:50.382876] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:50.386237] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=39.46%)
[2025-12-29T20:22:50.386508] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-29T20:22:50.386656] [INFO ] [sig       ] GAMB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:50.526823] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GAMB.txt
[2025-12-29T20:22:50.526986] [INFO ] [sig       ] [1340/3546] Completed GAMB in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:50.527025] [INFO ] [sig       ] [1341/3546] Forecasting GANX...
[2025-12-29T20:22:50.527055] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-29T20:22:50.527085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-29T20:22:50.538946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-29T20:22:50.539354] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-29T20:22:50.540205] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-29T20:22:50.540259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:50.540293] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:50.540320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:50.540378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:50.598323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:50.599234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:50.599322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:50.599353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:50.720467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:50.720743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:50.720789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:50.720818] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:50.724316] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-29T20:22:50.724627] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-29T20:22:50.724771] [INFO ] [sig       ] GANX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:50.868588] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GANX.txt
[2025-12-29T20:22:50.868747] [INFO ] [sig       ] [1341/3546] Completed GANX in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:50.868822] [INFO ] [sig       ] [1342/3546] Forecasting GASS...
[2025-12-29T20:22:50.868855] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-29T20:22:50.868885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-29T20:22:50.880513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-29T20:22:50.880888] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-29T20:22:50.881703] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-29T20:22:50.881756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:50.881787] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:50.881813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:50.881870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:50.940036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:50.940945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:50.941031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:50.941064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:51.061341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:51.061499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:51.061539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:51.061670] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:51.066365] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-29T20:22:51.066771] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-29T20:22:51.066916] [INFO ] [sig       ] GASS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:51.208807] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GASS.txt
[2025-12-29T20:22:51.208971] [INFO ] [sig       ] [1342/3546] Completed GASS in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:51.209011] [INFO ] [sig       ] [1343/3546] Forecasting GATX...
[2025-12-29T20:22:51.209041] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-29T20:22:51.209070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-29T20:22:51.221033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-29T20:22:51.221429] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-29T20:22:51.222275] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-29T20:22:51.222328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:51.222361] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:51.222388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:51.222445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:51.282014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:51.282975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:51.283066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:51.283099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:51.406073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:51.406223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:51.406261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:51.406289] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:51.409703] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-29T20:22:51.409992] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-29T20:22:51.410139] [INFO ] [sig       ] GATX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:51.561185] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GATX.txt
[2025-12-29T20:22:51.561348] [INFO ] [sig       ] [1343/3546] Completed GATX in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:51.561387] [INFO ] [sig       ] [1344/3546] Forecasting GAUZ...
[2025-12-29T20:22:51.561415] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-29T20:22:51.561444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-29T20:22:51.573357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-29T20:22:51.573755] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-29T20:22:51.574547] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-29T20:22:51.574617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:51.574650] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:51.574677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:51.574736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:51.632948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:51.633823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:51.633907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:51.633939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:51.773407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:51.773565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:51.773625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:51.773655] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:51.777037] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-29T20:22:51.777323] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-29T20:22:51.777454] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:51.936739] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GAUZ.txt
[2025-12-29T20:22:51.936913] [INFO ] [sig       ] [1344/3546] Completed GAUZ in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:51.936954] [INFO ] [sig       ] [1345/3546] Forecasting GBAB...
[2025-12-29T20:22:51.936982] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-29T20:22:51.937013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-29T20:22:51.948715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-29T20:22:51.949113] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-29T20:22:51.949933] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-29T20:22:51.949986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:51.950017] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:51.950043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:51.950100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:52.006106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:52.007021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:52.007103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:52.007135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:52.131683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:52.131843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:52.131899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:52.131930] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:52.135507] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=35.11%)
[2025-12-29T20:22:52.135815] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-29T20:22:52.135945] [INFO ] [sig       ] GBAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:52.280831] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GBAB.txt
[2025-12-29T20:22:52.280988] [INFO ] [sig       ] [1345/3546] Completed GBAB in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:52.281029] [INFO ] [sig       ] [1346/3546] Forecasting GBCI...
[2025-12-29T20:22:52.281057] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-29T20:22:52.281086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-29T20:22:52.295082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-29T20:22:52.295586] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-29T20:22:52.296477] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-29T20:22:52.296532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:52.296565] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:52.296613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:52.296672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:52.353056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:52.354042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:52.354140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:52.354172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:52.472744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:52.472905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:52.472952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:52.472981] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:52.476445] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-29T20:22:52.476810] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-29T20:22:52.476956] [INFO ] [sig       ] GBCI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:52.620617] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GBCI.txt
[2025-12-29T20:22:52.620788] [INFO ] [sig       ] [1346/3546] Completed GBCI in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:52.620830] [INFO ] [sig       ] [1347/3546] Forecasting GBDC...
[2025-12-29T20:22:52.620859] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-29T20:22:52.620889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-29T20:22:52.632848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-29T20:22:52.633243] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-29T20:22:52.634092] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-29T20:22:52.634147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:52.634178] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:52.634204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:52.634261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:52.691163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:52.692071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:52.692187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:52.692220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:52.812647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:52.812815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:52.812862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:52.812891] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:52.816393] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-29T20:22:52.816756] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-29T20:22:52.816903] [INFO ] [sig       ] GBDC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:52.964963] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GBDC.txt
[2025-12-29T20:22:52.965158] [INFO ] [sig       ] [1347/3546] Completed GBDC in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-29T20:22:52.965202] [INFO ] [sig       ] [1348/3546] Forecasting GBIO...
[2025-12-29T20:22:52.965231] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-29T20:22:52.965261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-29T20:22:52.977041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-29T20:22:52.977413] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-29T20:22:52.978261] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-29T20:22:52.978314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:52.978345] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:52.978371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:52.978428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:53.037470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:53.038384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:53.038480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:53.038513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:53.157035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:53.157198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:53.157238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:53.157267] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:53.160913] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=48.59%)
[2025-12-29T20:22:53.161244] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-29T20:22:53.161384] [INFO ] [sig       ] GBIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:53.307029] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GBIO.txt
[2025-12-29T20:22:53.307202] [INFO ] [sig       ] [1348/3546] Completed GBIO in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-29T20:22:53.307245] [INFO ] [sig       ] [1349/3546] Forecasting GBTG...
[2025-12-29T20:22:53.307276] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-29T20:22:53.307305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-29T20:22:53.318382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-29T20:22:53.318804] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-29T20:22:53.319657] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-29T20:22:53.319711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:53.319755] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:53.319784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:53.319843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:53.377836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:53.378747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:53.378907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:53.378942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:53.506519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:53.506722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:53.506766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:53.506795] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:53.510657] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-12-29T20:22:53.511039] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-29T20:22:53.511197] [INFO ] [sig       ] GBTG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:53.667219] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GBTG.txt
[2025-12-29T20:22:53.667381] [INFO ] [sig       ] [1349/3546] Completed GBTG in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-29T20:22:53.667422] [INFO ] [sig       ] [1350/3546] Forecasting GBX...
[2025-12-29T20:22:53.667452] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-29T20:22:53.667481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-29T20:22:53.678989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-29T20:22:53.679264] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-29T20:22:53.680059] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-29T20:22:53.680112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:53.680143] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:53.680169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:53.680227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:53.735688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:53.736330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:53.736409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:53.736441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:53.846896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:53.847048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:53.847087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:53.847114] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:53.850488] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-12-29T20:22:53.850783] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-29T20:22:53.850904] [INFO ] [sig       ] GBX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:53.990800] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GBX.txt
[2025-12-29T20:22:53.990931] [INFO ] [sig       ] [1350/3546] Completed GBX in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-29T20:22:53.990968] [INFO ] [sig       ] [1351/3546] Forecasting GCBC...
[2025-12-29T20:22:53.990997] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-29T20:22:53.991025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-29T20:22:54.002198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-29T20:22:54.002505] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-29T20:22:54.003288] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-29T20:22:54.003340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:54.003371] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:54.003397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:54.003454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:54.059960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:54.060761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:54.060844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:54.060876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:54.172534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:54.172724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:54.172769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:54.172798] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:54.176305] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-12-29T20:22:54.176603] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-29T20:22:54.176737] [INFO ] [sig       ] GCBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:54.319932] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GCBC.txt
[2025-12-29T20:22:54.320070] [INFO ] [sig       ] [1351/3546] Completed GCBC in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-29T20:22:54.320111] [INFO ] [sig       ] [1352/3546] Forecasting GCMG...
[2025-12-29T20:22:54.320139] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-29T20:22:54.320169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-29T20:22:54.333489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-29T20:22:54.333937] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-29T20:22:54.334876] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-29T20:22:54.334932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:54.334970] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:54.335007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:54.335081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:54.400946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:54.401902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:54.402010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:54.402050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:54.523863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:54.524024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:54.524062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:54.524090] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:54.527420] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-29T20:22:54.527715] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-29T20:22:54.527844] [INFO ] [sig       ] GCMG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:54.678966] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GCMG.txt
[2025-12-29T20:22:54.679174] [INFO ] [sig       ] [1352/3546] Completed GCMG in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-29T20:22:54.679227] [INFO ] [sig       ] [1353/3546] Forecasting GCO...
[2025-12-29T20:22:54.679276] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-29T20:22:54.679315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-29T20:22:54.692408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-29T20:22:54.692807] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-29T20:22:54.693676] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-29T20:22:54.693730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:54.693762] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:54.693788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:54.693846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:54.756657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:54.757544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:54.757648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:54.757684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:54.886893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:54.887056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:54.887095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:54.887123] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:54.891400] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=16.89%)
[2025-12-29T20:22:54.891829] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-29T20:22:54.891992] [INFO ] [sig       ] GCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:55.041073] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GCO.txt
[2025-12-29T20:22:55.041239] [INFO ] [sig       ] [1353/3546] Completed GCO in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-29T20:22:55.041279] [INFO ] [sig       ] [1354/3546] Forecasting GD...
[2025-12-29T20:22:55.041311] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-29T20:22:55.041342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-29T20:22:55.053031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-29T20:22:55.053440] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-29T20:22:55.054269] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-29T20:22:55.054321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:55.054352] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:55.054378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:55.054438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:55.111950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:55.112861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:55.112946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:55.112979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:55.230534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:55.230759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:55.230805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:55.230833] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:55.234623] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-29T20:22:55.234998] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-29T20:22:55.235146] [INFO ] [sig       ] GD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:55.377391] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GD.txt
[2025-12-29T20:22:55.377561] [INFO ] [sig       ] [1354/3546] Completed GD in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:55.377621] [INFO ] [sig       ] [1355/3546] Forecasting GDC...
[2025-12-29T20:22:55.377652] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-29T20:22:55.377681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-29T20:22:55.389796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-29T20:22:55.390212] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-29T20:22:55.391057] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-29T20:22:55.391112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:55.391144] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:55.391170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:55.391228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:55.447320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:55.448246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:55.448331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:55.448363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:55.571452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:55.571634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:55.571674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:55.571703] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:55.575301] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-29T20:22:55.575697] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-29T20:22:55.575848] [INFO ] [sig       ] GDC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:55.718667] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GDC.txt
[2025-12-29T20:22:55.718843] [INFO ] [sig       ] [1355/3546] Completed GDC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:55.718884] [INFO ] [sig       ] [1356/3546] Forecasting GDDY...
[2025-12-29T20:22:55.718915] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-29T20:22:55.718944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-29T20:22:55.731350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-29T20:22:55.731758] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-29T20:22:55.732604] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-29T20:22:55.732658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:55.732718] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:55.732746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:55.732804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:55.790400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:55.791343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:55.791441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:55.791473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:55.924735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:55.925124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:55.925170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:55.925218] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:55.929328] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-12-29T20:22:55.929753] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-29T20:22:55.929908] [INFO ] [sig       ] GDDY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:56.075553] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GDDY.txt
[2025-12-29T20:22:56.075737] [INFO ] [sig       ] [1356/3546] Completed GDDY in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:56.075776] [INFO ] [sig       ] [1357/3546] Forecasting GDEN...
[2025-12-29T20:22:56.075806] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-29T20:22:56.075835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-29T20:22:56.087495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-29T20:22:56.087926] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-29T20:22:56.088747] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-29T20:22:56.088823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:56.089045] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:56.089071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:56.089128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:56.149731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:56.150629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:56.150724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:56.150757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:56.299442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:56.299622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:56.299664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:56.299692] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:56.303523] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-29T20:22:56.303849] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-29T20:22:56.303987] [INFO ] [sig       ] GDEN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:56.454466] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GDEN.txt
[2025-12-29T20:22:56.454647] [INFO ] [sig       ] [1357/3546] Completed GDEN in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:56.454689] [INFO ] [sig       ] [1358/3546] Forecasting GDRX...
[2025-12-29T20:22:56.454720] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-29T20:22:56.454749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-29T20:22:56.466848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-29T20:22:56.467228] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-29T20:22:56.468045] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-29T20:22:56.468098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:56.468130] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:56.468156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:56.468213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:56.528966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:56.529956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:56.530042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:56.530092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:56.649956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:56.650120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:56.650160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:56.650189] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:56.653759] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-29T20:22:56.654074] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-29T20:22:56.654210] [INFO ] [sig       ] GDRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:56.803816] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GDRX.txt
[2025-12-29T20:22:56.803977] [INFO ] [sig       ] [1358/3546] Completed GDRX in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:56.804019] [INFO ] [sig       ] [1359/3546] Forecasting GDS...
[2025-12-29T20:22:56.804048] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-29T20:22:56.804078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-29T20:22:56.817245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-29T20:22:56.817653] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-29T20:22:56.818449] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-29T20:22:56.818501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:56.818533] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:56.818559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:56.818637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:56.878178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:56.879097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:56.879186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:56.879220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:57.014120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:57.014275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:57.014315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:57.014381] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:57.017773] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-29T20:22:57.018080] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-29T20:22:57.018218] [INFO ] [sig       ] GDS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:57.165197] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GDS.txt
[2025-12-29T20:22:57.165360] [INFO ] [sig       ] [1359/3546] Completed GDS in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:57.165409] [INFO ] [sig       ] [1360/3546] Forecasting GDYN...
[2025-12-29T20:22:57.165438] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-29T20:22:57.165468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-29T20:22:57.178137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-29T20:22:57.178516] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-29T20:22:57.179380] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-29T20:22:57.179436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:57.179466] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:57.179492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:57.179589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:57.237496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:57.238390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:57.238475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:57.238507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:57.364726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:57.364890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:57.364928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:57.364955] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:57.368679] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-12-29T20:22:57.369163] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-29T20:22:57.369290] [INFO ] [sig       ] GDYN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:57.510335] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GDYN.txt
[2025-12-29T20:22:57.510462] [INFO ] [sig       ] [1360/3546] Completed GDYN in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:57.510501] [INFO ] [sig       ] [1361/3546] Forecasting GE...
[2025-12-29T20:22:57.510529] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-29T20:22:57.510559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-29T20:22:57.522856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-29T20:22:57.523113] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-29T20:22:57.523902] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-29T20:22:57.523955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:57.523984] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:57.524010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:57.524067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:57.580121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:57.580868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:57.580949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:57.580981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:57.697588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:57.697724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:57.697764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:57.697791] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:57.701138] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-29T20:22:57.701406] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-29T20:22:57.701528] [INFO ] [sig       ] GE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:57.841546] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GE.txt
[2025-12-29T20:22:57.841673] [INFO ] [sig       ] [1361/3546] Completed GE in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:57.841710] [INFO ] [sig       ] [1362/3546] Forecasting GECC...
[2025-12-29T20:22:57.841739] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-29T20:22:57.841769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-29T20:22:57.853547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-29T20:22:57.853864] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-29T20:22:57.854653] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-29T20:22:57.854716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:57.854750] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:57.854778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:57.854835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:57.911824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:57.912404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:57.912488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:57.912519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:58.034437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:58.034538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:58.034593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:58.034625] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:58.037738] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-12-29T20:22:58.038185] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-29T20:22:58.038306] [INFO ] [sig       ] GECC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:58.178037] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GECC.txt
[2025-12-29T20:22:58.178195] [INFO ] [sig       ] [1362/3546] Completed GECC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:58.178234] [INFO ] [sig       ] [1363/3546] Forecasting GEF...
[2025-12-29T20:22:58.178262] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-29T20:22:58.178294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-29T20:22:58.190862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-29T20:22:58.191142] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-29T20:22:58.191944] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-29T20:22:58.191996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:58.192029] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:58.192055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:58.192112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:58.250455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:58.251293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:58.251374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:58.251405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:58.370191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:58.370350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:58.370388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:58.370418] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:58.373785] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-29T20:22:58.374253] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-29T20:22:58.374380] [INFO ] [sig       ] GEF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:58.517004] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GEF.txt
[2025-12-29T20:22:58.517170] [INFO ] [sig       ] [1363/3546] Completed GEF in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:58.517211] [INFO ] [sig       ] [1364/3546] Forecasting GEHC...
[2025-12-29T20:22:58.517241] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-29T20:22:58.517269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-29T20:22:58.529091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-29T20:22:58.529453] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-29T20:22:58.530450] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-29T20:22:58.530502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:58.530532] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:58.530558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:58.530632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:58.589953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:58.590843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:58.590942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:58.590974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:58.716896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:58.717059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:58.717097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:58.717125] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:58.720594] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=50.08%)
[2025-12-29T20:22:58.720921] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-29T20:22:58.721053] [INFO ] [sig       ] GEHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:58.866264] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GEHC.txt
[2025-12-29T20:22:58.866419] [INFO ] [sig       ] [1364/3546] Completed GEHC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-29T20:22:58.866461] [INFO ] [sig       ] [1365/3546] Forecasting GEL...
[2025-12-29T20:22:58.866490] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-29T20:22:58.866520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-29T20:22:58.878711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-29T20:22:58.879107] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-29T20:22:58.879914] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-29T20:22:58.879966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:58.879997] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:58.880023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:58.880082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:58.940523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:58.941472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:58.941599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:58.941635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:59.064332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:59.064513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:59.064553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:59.064601] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:59.067986] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-29T20:22:59.068256] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-29T20:22:59.068390] [INFO ] [sig       ] GEL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:59.212465] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GEL.txt
[2025-12-29T20:22:59.212649] [INFO ] [sig       ] [1365/3546] Completed GEL in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-29T20:22:59.212701] [INFO ] [sig       ] [1366/3546] Forecasting GEN...
[2025-12-29T20:22:59.212733] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-29T20:22:59.212764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-29T20:22:59.224522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-29T20:22:59.224898] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-29T20:22:59.225695] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-29T20:22:59.225750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:59.225784] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:59.225812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:59.225870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:59.285884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:59.286763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:59.286920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:59.286954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:59.411764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:59.411916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:59.411955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:59.411982] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:59.415801] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-29T20:22:59.416092] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-29T20:22:59.416219] [INFO ] [sig       ] GEN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:22:59.556493] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GEN.txt
[2025-12-29T20:22:59.556622] [INFO ] [sig       ] [1366/3546] Completed GEN in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-29T20:22:59.556662] [INFO ] [sig       ] [1367/3546] Forecasting GENI...
[2025-12-29T20:22:59.556691] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-29T20:22:59.556722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-29T20:22:59.568022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-29T20:22:59.568286] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-29T20:22:59.569098] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-29T20:22:59.569150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:59.569182] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:59.569208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:59.569265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:59.627678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:59.628728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:59.628831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:59.628864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:22:59.744555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:22:59.744733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:22:59.744781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:22:59.744813] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:22:59.748172] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2025-12-29T20:22:59.748473] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-29T20:22:59.748620] [INFO ] [sig       ] GENI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:22:59.892088] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GENI.txt
[2025-12-29T20:22:59.892216] [INFO ] [sig       ] [1367/3546] Completed GENI in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-29T20:22:59.892255] [INFO ] [sig       ] [1368/3546] Forecasting GENK...
[2025-12-29T20:22:59.892284] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-29T20:22:59.892314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-29T20:22:59.904209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-29T20:22:59.904480] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-29T20:22:59.905311] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-29T20:22:59.905367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:22:59.905420] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:22:59.905474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:22:59.905546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:22:59.962891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:22:59.963692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:22:59.963772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:22:59.963807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:00.091447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:00.091622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:00.091663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:00.091693] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:00.095162] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-29T20:23:00.095439] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-29T20:23:00.095567] [INFO ] [sig       ] GENK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:00.237849] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GENK.txt
[2025-12-29T20:23:00.238010] [INFO ] [sig       ] [1368/3546] Completed GENK in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-29T20:23:00.238051] [INFO ] [sig       ] [1369/3546] Forecasting GEOS...
[2025-12-29T20:23:00.238081] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-29T20:23:00.238110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-29T20:23:00.251508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-29T20:23:00.251899] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-29T20:23:00.252933] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-29T20:23:00.252987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:00.253019] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:00.253045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:00.253102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:00.309905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:00.310739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:00.310827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:00.310859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:00.435604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:00.435781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:00.435824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:00.435854] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:00.440913] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-29T20:23:00.441492] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-29T20:23:00.441664] [INFO ] [sig       ] GEOS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:00.583493] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GEOS.txt
[2025-12-29T20:23:00.583991] [INFO ] [sig       ] [1369/3546] Completed GEOS in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-29T20:23:00.584036] [INFO ] [sig       ] [1370/3546] Forecasting GERN...
[2025-12-29T20:23:00.584068] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-29T20:23:00.584097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-29T20:23:00.596376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-29T20:23:00.596695] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-29T20:23:00.597493] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-29T20:23:00.597547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:00.597601] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:00.597631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:00.597690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:00.653882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:00.654538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:00.654638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:00.654672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:00.778412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:00.778566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:00.778627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:00.778658] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:00.782129] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-12-29T20:23:00.782404] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-29T20:23:00.782530] [INFO ] [sig       ] GERN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:00.924247] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GERN.txt
[2025-12-29T20:23:00.924381] [INFO ] [sig       ] [1370/3546] Completed GERN in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-29T20:23:00.924420] [INFO ] [sig       ] [1371/3546] Forecasting GES...
[2025-12-29T20:23:00.924449] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-29T20:23:00.924478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-29T20:23:00.935678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-29T20:23:00.935998] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-29T20:23:00.936800] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-29T20:23:00.936853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:00.936885] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:00.936912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:00.936973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:00.994237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:00.994946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:00.995025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:00.995058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:01.113214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:01.113361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:01.113400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:01.113428] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:01.116892] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=59.63%)
[2025-12-29T20:23:01.117206] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-29T20:23:01.117343] [INFO ] [sig       ] GES: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:01.262054] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GES.txt
[2025-12-29T20:23:01.262225] [INFO ] [sig       ] [1371/3546] Completed GES in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-29T20:23:01.262264] [INFO ] [sig       ] [1372/3546] Forecasting GEVO...
[2025-12-29T20:23:01.262295] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-29T20:23:01.262324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-29T20:23:01.274677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-29T20:23:01.275091] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-29T20:23:01.275941] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-29T20:23:01.275996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:01.276027] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:01.276053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:01.276110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:01.334484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:01.335377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:01.335468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:01.335501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:01.459613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:01.459768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:01.459808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:01.459838] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:01.463155] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-12-29T20:23:01.463422] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-29T20:23:01.463543] [INFO ] [sig       ] GEVO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:01.604075] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GEVO.txt
[2025-12-29T20:23:01.604214] [INFO ] [sig       ] [1372/3546] Completed GEVO in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:01.604252] [INFO ] [sig       ] [1373/3546] Forecasting GFF...
[2025-12-29T20:23:01.604281] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-29T20:23:01.604310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-29T20:23:01.616258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-29T20:23:01.616603] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-29T20:23:01.617618] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-29T20:23:01.617673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:01.617742] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:01.617772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:01.617832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:01.674596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:01.675488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:01.675594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:01.675629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:01.792849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:01.793008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:01.793048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:01.793076] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:01.796699] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-29T20:23:01.797025] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-29T20:23:01.797163] [INFO ] [sig       ] GFF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:01.938852] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GFF.txt
[2025-12-29T20:23:01.939014] [INFO ] [sig       ] [1373/3546] Completed GFF in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:01.939053] [INFO ] [sig       ] [1374/3546] Forecasting GFI...
[2025-12-29T20:23:01.939083] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-29T20:23:01.939110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-29T20:23:01.951882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-29T20:23:01.952197] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-29T20:23:01.953064] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-29T20:23:01.953118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:01.953150] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:01.953176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:01.953234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:02.019469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:02.020412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:02.020499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:02.020532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:02.154961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:02.155122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:02.155162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:02.155191] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:02.159071] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-29T20:23:02.159611] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-29T20:23:02.159753] [INFO ] [sig       ] GFI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:02.302680] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GFI.txt
[2025-12-29T20:23:02.302842] [INFO ] [sig       ] [1374/3546] Completed GFI in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:02.302881] [INFO ] [sig       ] [1375/3546] Forecasting GFL...
[2025-12-29T20:23:02.302911] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-29T20:23:02.302943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-29T20:23:02.314867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-29T20:23:02.315207] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-29T20:23:02.316079] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-29T20:23:02.316143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:02.316179] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:02.316207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:02.316265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:02.382479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:02.383641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:02.383729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:02.383762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:02.517237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:02.517391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:02.517430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:02.517458] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:02.520851] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-29T20:23:02.521140] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-29T20:23:02.521276] [INFO ] [sig       ] GFL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:02.672814] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GFL.txt
[2025-12-29T20:23:02.673168] [INFO ] [sig       ] [1375/3546] Completed GFL in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:02.673209] [INFO ] [sig       ] [1376/3546] Forecasting GFS...
[2025-12-29T20:23:02.673237] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-29T20:23:02.673267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-29T20:23:02.685924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-29T20:23:02.686420] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-29T20:23:02.687275] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-29T20:23:02.687329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:02.687362] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:02.687390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:02.687450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:02.752278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:02.753220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:02.753307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:02.753341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:02.885483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:02.885662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:02.885708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:02.885749] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:02.889517] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-29T20:23:02.889880] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-29T20:23:02.890029] [INFO ] [sig       ] GFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:03.042200] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GFS.txt
[2025-12-29T20:23:03.042404] [INFO ] [sig       ] [1376/3546] Completed GFS in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:03.042459] [INFO ] [sig       ] [1377/3546] Forecasting GGAL...
[2025-12-29T20:23:03.042491] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-29T20:23:03.042520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-29T20:23:03.055072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-29T20:23:03.055452] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-29T20:23:03.056312] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-29T20:23:03.056366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:03.056397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:03.056424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:03.056482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:03.114873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:03.115788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:03.115875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:03.115908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:03.238457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:03.238637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:03.238680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:03.238709] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:03.242538] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-29T20:23:03.242896] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-29T20:23:03.243038] [INFO ] [sig       ] GGAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:03.386810] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GGAL.txt
[2025-12-29T20:23:03.386944] [INFO ] [sig       ] [1377/3546] Completed GGAL in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:03.386983] [INFO ] [sig       ] [1378/3546] Forecasting GGB...
[2025-12-29T20:23:03.387013] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-29T20:23:03.387042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-29T20:23:03.398181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-29T20:23:03.398471] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-29T20:23:03.399281] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-29T20:23:03.399333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:03.399365] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:03.399398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:03.399454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:03.458400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:03.459321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:03.459399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:03.459432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:03.580549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:03.580714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:03.580754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:03.580782] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:03.584123] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-12-29T20:23:03.584393] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-29T20:23:03.584517] [INFO ] [sig       ] GGB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:03.728690] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GGB.txt
[2025-12-29T20:23:03.728870] [INFO ] [sig       ] [1378/3546] Completed GGB in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:03.728911] [INFO ] [sig       ] [1379/3546] Forecasting GGG...
[2025-12-29T20:23:03.728940] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-29T20:23:03.728970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-29T20:23:03.740900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-29T20:23:03.741295] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-29T20:23:03.742120] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-29T20:23:03.742172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:03.742203] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:03.742230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:03.742287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:03.800308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:03.801271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:03.801364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:03.801397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:03.924839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:03.924998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:03.925037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:03.925064] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:03.928837] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-12-29T20:23:03.929328] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-29T20:23:03.929456] [INFO ] [sig       ] GGG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:04.083899] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GGG.txt
[2025-12-29T20:23:04.084255] [INFO ] [sig       ] [1379/3546] Completed GGG in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:04.084297] [INFO ] [sig       ] [1380/3546] Forecasting GGLL...
[2025-12-29T20:23:04.084327] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-29T20:23:04.084357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-29T20:23:04.095767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-29T20:23:04.096113] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-29T20:23:04.096958] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-29T20:23:04.097013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:04.097045] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:04.097071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:04.097129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:04.156948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:04.157862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:04.157948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:04.157980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:04.276083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:04.276238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:04.276276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:04.276343] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:04.282632] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=61.67%)
[2025-12-29T20:23:04.282947] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-29T20:23:04.283104] [INFO ] [sig       ] GGLL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:04.450891] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GGLL.txt
[2025-12-29T20:23:04.451052] [INFO ] [sig       ] [1380/3546] Completed GGLL in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:04.451093] [INFO ] [sig       ] [1381/3546] Forecasting GGLS...
[2025-12-29T20:23:04.451123] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-29T20:23:04.451153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-29T20:23:04.462883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-29T20:23:04.463263] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-29T20:23:04.464311] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-29T20:23:04.464366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:04.464397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:04.464423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:04.464480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:04.522664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:04.523642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:04.523740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:04.523772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:04.653966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:04.654120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:04.654158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:04.654187] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:04.657517] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=46.18%)
[2025-12-29T20:23:04.657814] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-29T20:23:04.657942] [INFO ] [sig       ] GGLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:04.799887] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GGLS.txt
[2025-12-29T20:23:04.800209] [INFO ] [sig       ] [1381/3546] Completed GGLS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-29T20:23:04.800247] [INFO ] [sig       ] [1382/3546] Forecasting GH...
[2025-12-29T20:23:04.800276] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-29T20:23:04.800306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-29T20:23:04.811811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-29T20:23:04.812066] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-29T20:23:04.813008] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-29T20:23:04.813061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:04.813091] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:04.813117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:04.813173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:04.870158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:04.870761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:04.870838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:04.870881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:04.992674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:04.992769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:04.992803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:04.992831] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:04.995940] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-12-29T20:23:04.996199] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-29T20:23:04.996320] [INFO ] [sig       ] GH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:05.134343] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GH.txt
[2025-12-29T20:23:05.134450] [INFO ] [sig       ] [1382/3546] Completed GH in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-29T20:23:05.134487] [INFO ] [sig       ] [1383/3546] Forecasting GHI...
[2025-12-29T20:23:05.134515] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-29T20:23:05.134545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-29T20:23:05.146519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-29T20:23:05.146783] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-29T20:23:05.147535] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-29T20:23:05.147605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:05.147638] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:05.147665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:05.147723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:05.204694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:05.205282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:05.205381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:05.205414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:05.320273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:05.320404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:05.320441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:05.320469] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:05.323759] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=71.55%)
[2025-12-29T20:23:05.324034] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-29T20:23:05.324159] [INFO ] [sig       ] GHI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:05.465347] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GHI.txt
[2025-12-29T20:23:05.465503] [INFO ] [sig       ] [1383/3546] Completed GHI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-29T20:23:05.465543] [INFO ] [sig       ] [1384/3546] Forecasting GHM...
[2025-12-29T20:23:05.465592] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-29T20:23:05.465624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-29T20:23:05.477306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-29T20:23:05.477619] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-29T20:23:05.478388] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-29T20:23:05.478441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:05.478472] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:05.478499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:05.478584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:05.536492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:05.537402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:05.537483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:05.537515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:05.663742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:05.663905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:05.663946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:05.663974] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:05.667356] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=85.81%)
[2025-12-29T20:23:05.667648] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-29T20:23:05.667774] [INFO ] [sig       ] GHM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:05.810439] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GHM.txt
[2025-12-29T20:23:05.810627] [INFO ] [sig       ] [1384/3546] Completed GHM in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-29T20:23:05.810669] [INFO ] [sig       ] [1385/3546] Forecasting GHRS...
[2025-12-29T20:23:05.810698] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-29T20:23:05.810729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-29T20:23:05.822856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-29T20:23:05.823203] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-29T20:23:05.824056] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-29T20:23:05.824109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:05.824140] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:05.824165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:05.824414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:05.882668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:05.883538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:05.883644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:05.883678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:06.007190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:06.007346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:06.007385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:06.007412] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:06.010860] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-12-29T20:23:06.011155] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-29T20:23:06.011285] [INFO ] [sig       ] GHRS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:06.165908] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GHRS.txt
[2025-12-29T20:23:06.166085] [INFO ] [sig       ] [1385/3546] Completed GHRS in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-29T20:23:06.166149] [INFO ] [sig       ] [1386/3546] Forecasting GHY...
[2025-12-29T20:23:06.166183] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-29T20:23:06.166213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-29T20:23:06.185567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-29T20:23:06.190475] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-29T20:23:06.191975] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-29T20:23:06.192047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:06.192083] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:06.192111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:06.192177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:06.252799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:06.253811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:06.253909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:06.253943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:06.381247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:06.381405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:06.381445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:06.381475] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:06.385040] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-29T20:23:06.385352] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-29T20:23:06.385519] [INFO ] [sig       ] GHY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:06.527348] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GHY.txt
[2025-12-29T20:23:06.527545] [INFO ] [sig       ] [1386/3546] Completed GHY in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-29T20:23:06.527605] [INFO ] [sig       ] [1387/3546] Forecasting GIB...
[2025-12-29T20:23:06.527638] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-29T20:23:06.527668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-29T20:23:06.539644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-29T20:23:06.540025] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-29T20:23:06.540852] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-29T20:23:06.540905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:06.540936] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:06.540962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:06.541018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:06.598248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:06.599201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:06.599309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:06.599351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:06.729971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:06.730138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:06.730178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:06.730208] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:06.733669] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-29T20:23:06.733966] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-29T20:23:06.734099] [INFO ] [sig       ] GIB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:06.879032] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GIB.txt
[2025-12-29T20:23:06.879190] [INFO ] [sig       ] [1387/3546] Completed GIB in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-29T20:23:06.879230] [INFO ] [sig       ] [1388/3546] Forecasting GIFI...
[2025-12-29T20:23:06.879258] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-29T20:23:06.879290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-29T20:23:06.891336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-29T20:23:06.891740] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-29T20:23:06.892562] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-29T20:23:06.892636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:06.892668] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:06.892694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:06.892751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:06.951875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:06.952969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:06.953056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:06.953091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:07.074508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:07.074682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:07.074724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:07.074754] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:07.078287] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-29T20:23:07.078612] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-29T20:23:07.078749] [INFO ] [sig       ] GIFI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:07.221223] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GIFI.txt
[2025-12-29T20:23:07.221386] [INFO ] [sig       ] [1388/3546] Completed GIFI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-29T20:23:07.221427] [INFO ] [sig       ] [1389/3546] Forecasting GIII...
[2025-12-29T20:23:07.221459] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-29T20:23:07.221490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-29T20:23:07.232766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-29T20:23:07.233126] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-29T20:23:07.233981] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-29T20:23:07.234035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:07.234068] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:07.234096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:07.234155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:07.293295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:07.294162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:07.294247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:07.294280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:07.416944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:07.417104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:07.417142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:07.417169] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:07.420598] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-29T20:23:07.420890] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-29T20:23:07.421021] [INFO ] [sig       ] GIII: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:07.561814] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GIII.txt
[2025-12-29T20:23:07.561977] [INFO ] [sig       ] [1389/3546] Completed GIII in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:07.562017] [INFO ] [sig       ] [1390/3546] Forecasting GIL...
[2025-12-29T20:23:07.562047] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-29T20:23:07.562076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-29T20:23:07.573869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-29T20:23:07.574248] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-29T20:23:07.575092] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-29T20:23:07.575145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:07.575201] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:07.575230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:07.575289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:07.641911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:07.642871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:07.642966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:07.643000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:07.778985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:07.779152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:07.779195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:07.779223] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:07.783105] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=57.46%)
[2025-12-29T20:23:07.783437] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-29T20:23:07.783619] [INFO ] [sig       ] GIL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:07.945935] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GIL.txt
[2025-12-29T20:23:07.946096] [INFO ] [sig       ] [1390/3546] Completed GIL in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:07.946136] [INFO ] [sig       ] [1391/3546] Forecasting GILD...
[2025-12-29T20:23:07.946165] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-29T20:23:07.946195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-29T20:23:07.959604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-29T20:23:07.959974] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-29T20:23:07.960978] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-29T20:23:07.961052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:07.961091] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:07.961118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:07.961179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:08.017995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:08.019083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:08.019167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:08.019200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:08.148006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:08.148162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:08.148201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:08.148229] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:08.151926] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-29T20:23:08.152267] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-29T20:23:08.152405] [INFO ] [sig       ] GILD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:08.294245] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GILD.txt
[2025-12-29T20:23:08.294409] [INFO ] [sig       ] [1391/3546] Completed GILD in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:08.294449] [INFO ] [sig       ] [1392/3546] Forecasting GIS...
[2025-12-29T20:23:08.294478] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-29T20:23:08.294509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-29T20:23:08.306139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-29T20:23:08.306520] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-29T20:23:08.307375] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-29T20:23:08.307430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:08.307461] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:08.307488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:08.307546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:08.364318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:08.365146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:08.365226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:08.365258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:08.482114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:08.482266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:08.482304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:08.482332] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:08.485664] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-29T20:23:08.485938] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-29T20:23:08.486061] [INFO ] [sig       ] GIS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:08.624556] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GIS.txt
[2025-12-29T20:23:08.624717] [INFO ] [sig       ] [1392/3546] Completed GIS in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:08.624756] [INFO ] [sig       ] [1393/3546] Forecasting GKOS...
[2025-12-29T20:23:08.624784] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-29T20:23:08.624815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-29T20:23:08.635965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-29T20:23:08.636259] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-29T20:23:08.637069] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-29T20:23:08.637121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:08.637152] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:08.637178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:08.637235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:08.693254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:08.694047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:08.694129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:08.694163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:08.815515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:08.815703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:08.815742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:08.815812] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:08.819189] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-12-29T20:23:08.819476] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-29T20:23:08.819631] [INFO ] [sig       ] GKOS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:08.964098] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GKOS.txt
[2025-12-29T20:23:08.964240] [INFO ] [sig       ] [1393/3546] Completed GKOS in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:08.964279] [INFO ] [sig       ] [1394/3546] Forecasting GL...
[2025-12-29T20:23:08.964308] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-29T20:23:08.964339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-29T20:23:08.980189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-29T20:23:08.980676] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-29T20:23:08.981864] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-29T20:23:08.981937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:08.981995] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:08.982045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:08.982143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:09.050310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:09.051194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:09.051276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:09.051309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:09.176953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:09.177118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:09.177158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:09.177186] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:09.181098] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-29T20:23:09.181388] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-29T20:23:09.181520] [INFO ] [sig       ] GL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:09.331807] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GL.txt
[2025-12-29T20:23:09.331969] [INFO ] [sig       ] [1394/3546] Completed GL in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:09.332010] [INFO ] [sig       ] [1395/3546] Forecasting GLAD...
[2025-12-29T20:23:09.332040] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-29T20:23:09.332071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-29T20:23:09.343409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-29T20:23:09.343743] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-29T20:23:09.344595] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-29T20:23:09.344650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:09.344681] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:09.344707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:09.344765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:09.408081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:09.409379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:09.409470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:09.409504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:09.532330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:09.532485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:09.532527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:09.532556] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:09.536222] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=47.46%)
[2025-12-29T20:23:09.536491] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-29T20:23:09.536637] [INFO ] [sig       ] GLAD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:09.677384] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GLAD.txt
[2025-12-29T20:23:09.677530] [INFO ] [sig       ] [1395/3546] Completed GLAD in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:09.677587] [INFO ] [sig       ] [1396/3546] Forecasting GLBE...
[2025-12-29T20:23:09.677620] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-29T20:23:09.677652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-29T20:23:09.689784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-29T20:23:09.690154] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-29T20:23:09.691155] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-29T20:23:09.691397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:09.691428] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:09.691454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:09.691512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:09.753223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:09.754101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:09.754186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:09.754220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:09.882615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:09.882775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:09.882815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:09.882844] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:09.886816] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-29T20:23:09.887386] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-29T20:23:09.887533] [INFO ] [sig       ] GLBE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:10.038712] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GLBE.txt
[2025-12-29T20:23:10.038911] [INFO ] [sig       ] [1396/3546] Completed GLBE in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:10.038954] [INFO ] [sig       ] [1397/3546] Forecasting GLBS...
[2025-12-29T20:23:10.038986] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-29T20:23:10.039017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-29T20:23:10.051972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-29T20:23:10.052383] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-29T20:23:10.053315] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-29T20:23:10.053382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:10.053439] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:10.053474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:10.053535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:10.113023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:10.114001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:10.114100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:10.114135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:10.228623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:10.228811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:10.228854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:10.228883] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:10.232362] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=58.69%)
[2025-12-29T20:23:10.232737] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-29T20:23:10.232895] [INFO ] [sig       ] GLBS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:10.378560] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GLBS.txt
[2025-12-29T20:23:10.378754] [INFO ] [sig       ] [1397/3546] Completed GLBS in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:10.378826] [INFO ] [sig       ] [1398/3546] Forecasting GLDD...
[2025-12-29T20:23:10.378858] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-29T20:23:10.378891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-29T20:23:10.392285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-29T20:23:10.392780] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-29T20:23:10.394026] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-29T20:23:10.394106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:10.394333] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:10.394362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:10.394424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:10.475165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:10.476203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:10.476319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:10.476360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:10.609375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:10.609533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:10.609593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:10.609626] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:10.613139] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-12-29T20:23:10.613458] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-29T20:23:10.613615] [INFO ] [sig       ] GLDD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:10.757874] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GLDD.txt
[2025-12-29T20:23:10.758030] [INFO ] [sig       ] [1398/3546] Completed GLDD in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:10.758069] [INFO ] [sig       ] [1399/3546] Forecasting GLNG...
[2025-12-29T20:23:10.758098] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-29T20:23:10.758129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-29T20:23:10.769517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-29T20:23:10.769819] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-29T20:23:10.770655] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-29T20:23:10.770708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:10.770738] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:10.770765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:10.770822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:10.828453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:10.829403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:10.829490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:10.829523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:10.954418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:10.954609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:10.954663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:10.954702] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:10.958807] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-29T20:23:10.959137] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-29T20:23:10.959279] [INFO ] [sig       ] GLNG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:11.113687] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GLNG.txt
[2025-12-29T20:23:11.113855] [INFO ] [sig       ] [1399/3546] Completed GLNG in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-29T20:23:11.113903] [INFO ] [sig       ] [1400/3546] Forecasting GLOB...
[2025-12-29T20:23:11.113935] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-29T20:23:11.113966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-29T20:23:11.126619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-29T20:23:11.126946] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-29T20:23:11.127910] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-29T20:23:11.127973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:11.128022] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:11.128057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:11.128117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:11.191076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:11.192037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:11.192158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:11.192193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:11.315648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:11.315811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:11.315852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:11.315879] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:11.319617] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=41.56%)
[2025-12-29T20:23:11.319946] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-29T20:23:11.320088] [INFO ] [sig       ] GLOB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:11.466481] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GLOB.txt
[2025-12-29T20:23:11.466658] [INFO ] [sig       ] [1400/3546] Completed GLOB in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-29T20:23:11.466707] [INFO ] [sig       ] [1401/3546] Forecasting GLP...
[2025-12-29T20:23:11.466738] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-29T20:23:11.466767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-29T20:23:11.477951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-29T20:23:11.478364] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-29T20:23:11.479261] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-29T20:23:11.479315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:11.479347] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:11.479373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:11.479430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:11.538809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:11.539697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:11.539787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:11.539820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:11.669853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:11.670026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:11.670075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:11.670112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:11.674798] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-12-29T20:23:11.675200] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-29T20:23:11.675368] [INFO ] [sig       ] GLP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:11.842693] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GLP.txt
[2025-12-29T20:23:11.842858] [INFO ] [sig       ] [1401/3546] Completed GLP in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-29T20:23:11.842897] [INFO ] [sig       ] [1402/3546] Forecasting GLPG...
[2025-12-29T20:23:11.842928] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-29T20:23:11.842959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-29T20:23:11.854735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-29T20:23:11.855084] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-29T20:23:11.855973] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-29T20:23:11.856029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:11.856066] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:11.856097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:11.856166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:11.914220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:11.915179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:11.915275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:11.915308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:12.041898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:12.042050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:12.042089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:12.042117] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:12.045417] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=58.12%)
[2025-12-29T20:23:12.045703] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-29T20:23:12.045843] [INFO ] [sig       ] GLPG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:12.188364] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GLPG.txt
[2025-12-29T20:23:12.188521] [INFO ] [sig       ] [1402/3546] Completed GLPG in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-29T20:23:12.188559] [INFO ] [sig       ] [1403/3546] Forecasting GLPI...
[2025-12-29T20:23:12.188610] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-29T20:23:12.188642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-29T20:23:12.200699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-29T20:23:12.201012] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-29T20:23:12.202002] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-29T20:23:12.202054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:12.202085] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:12.202111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:12.202167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:12.262598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:12.263501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:12.263625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:12.263660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:12.386857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:12.387021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:12.387064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:12.387095] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:12.391299] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=31.23%)
[2025-12-29T20:23:12.391919] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-29T20:23:12.392083] [INFO ] [sig       ] GLPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:12.550410] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GLPI.txt
[2025-12-29T20:23:12.550614] [INFO ] [sig       ] [1403/3546] Completed GLPI in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-29T20:23:12.550656] [INFO ] [sig       ] [1404/3546] Forecasting GLRE...
[2025-12-29T20:23:12.550686] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-29T20:23:12.550716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-29T20:23:12.562163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-29T20:23:12.562523] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-29T20:23:12.563322] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-29T20:23:12.563376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:12.563408] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:12.563435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:12.563492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:12.621077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:12.622024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:12.622110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:12.622142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:12.740789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:12.740946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:12.741005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:12.741034] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:12.744706] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=33.21%)
[2025-12-29T20:23:12.744976] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-29T20:23:12.745105] [INFO ] [sig       ] GLRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:12.893373] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GLRE.txt
[2025-12-29T20:23:12.893525] [INFO ] [sig       ] [1404/3546] Completed GLRE in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-29T20:23:12.893564] [INFO ] [sig       ] [1405/3546] Forecasting GLSI...
[2025-12-29T20:23:12.893611] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-29T20:23:12.893642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-29T20:23:12.905851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-29T20:23:12.906182] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-29T20:23:12.907176] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-29T20:23:12.907228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:12.907260] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:12.907286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:12.907344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:12.964199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:12.964844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:12.964923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:12.964954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:13.089079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:13.089233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:13.089272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:13.089300] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:13.092648] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-29T20:23:13.092919] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-29T20:23:13.093043] [INFO ] [sig       ] GLSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:13.236826] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GLSI.txt
[2025-12-29T20:23:13.236983] [INFO ] [sig       ] [1405/3546] Completed GLSI in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-29T20:23:13.237023] [INFO ] [sig       ] [1406/3546] Forecasting GLTO...
[2025-12-29T20:23:13.237052] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-29T20:23:13.237083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-29T20:23:13.248341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-29T20:23:13.248709] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-29T20:23:13.249749] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-29T20:23:13.249801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:13.249833] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:13.249859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:13.249920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:13.308003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:13.308746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:13.308847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:13.308879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:13.429661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:13.429839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:13.429886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:13.429930] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:13.433714] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-29T20:23:13.434010] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-29T20:23:13.434145] [INFO ] [sig       ] GLTO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:13.587947] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GLTO.txt
[2025-12-29T20:23:13.588113] [INFO ] [sig       ] [1406/3546] Completed GLTO in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:13.588155] [INFO ] [sig       ] [1407/3546] Forecasting GLUE...
[2025-12-29T20:23:13.588188] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-29T20:23:13.588219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-29T20:23:13.600523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-29T20:23:13.600996] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-29T20:23:13.601910] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-29T20:23:13.601966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:13.602031] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:13.602072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:13.602141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:13.666910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:13.667845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:13.667949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:13.667985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:13.791639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:13.791794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:13.791834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:13.791862] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:13.795215] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=28.68%)
[2025-12-29T20:23:13.795497] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-29T20:23:13.795649] [INFO ] [sig       ] GLUE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:13.941751] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GLUE.txt
[2025-12-29T20:23:13.941916] [INFO ] [sig       ] [1407/3546] Completed GLUE in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:13.941959] [INFO ] [sig       ] [1408/3546] Forecasting GMAB...
[2025-12-29T20:23:13.941989] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-29T20:23:13.942031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-29T20:23:13.953343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-29T20:23:13.953734] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-29T20:23:13.954762] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-29T20:23:13.954814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:13.954857] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:13.954884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:13.954941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:14.013637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:14.014730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:14.014816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:14.014848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:14.146881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:14.147049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:14.147095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:14.147131] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:14.150735] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-29T20:23:14.151039] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-29T20:23:14.151177] [INFO ] [sig       ] GMAB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:14.310196] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GMAB.txt
[2025-12-29T20:23:14.310362] [INFO ] [sig       ] [1408/3546] Completed GMAB in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:14.310421] [INFO ] [sig       ] [1409/3546] Forecasting GME...
[2025-12-29T20:23:14.310460] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-29T20:23:14.310508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-29T20:23:14.322818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-29T20:23:14.323193] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-29T20:23:14.324085] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-29T20:23:14.324153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:14.324202] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:14.324238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:14.324300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:14.394166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:14.395258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:14.395363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:14.395411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:14.533747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:14.533912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:14.533952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:14.533979] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:14.537860] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-29T20:23:14.538273] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-29T20:23:14.538422] [INFO ] [sig       ] GME: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:14.682206] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GME.txt
[2025-12-29T20:23:14.682338] [INFO ] [sig       ] [1409/3546] Completed GME in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:14.682377] [INFO ] [sig       ] [1410/3546] Forecasting GMED...
[2025-12-29T20:23:14.682405] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-29T20:23:14.682435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-29T20:23:14.694547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-29T20:23:14.694868] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-29T20:23:14.695677] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-29T20:23:14.695729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:14.695760] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:14.695786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:14.695844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:14.752549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:14.753296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:14.753377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:14.753409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:14.873234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:14.873372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:14.873412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:14.873471] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:14.876850] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-29T20:23:14.877120] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-29T20:23:14.877246] [INFO ] [sig       ] GMED: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:15.020125] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GMED.txt
[2025-12-29T20:23:15.020264] [INFO ] [sig       ] [1410/3546] Completed GMED in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:15.020303] [INFO ] [sig       ] [1411/3546] Forecasting GMM...
[2025-12-29T20:23:15.020332] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-29T20:23:15.020364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-29T20:23:15.033088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-29T20:23:15.033483] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-29T20:23:15.034533] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-29T20:23:15.034614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:15.034650] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:15.034679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:15.034741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:15.094143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:15.094998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:15.095085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:15.095120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:15.213650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:15.213818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:15.213864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:15.213900] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:15.217551] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-29T20:23:15.217904] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-29T20:23:15.218050] [INFO ] [sig       ] GMM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:15.359078] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GMM.txt
[2025-12-29T20:23:15.359240] [INFO ] [sig       ] [1411/3546] Completed GMM in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:15.359282] [INFO ] [sig       ] [1412/3546] Forecasting GMRE...
[2025-12-29T20:23:15.359322] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-29T20:23:15.359355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-29T20:23:15.371399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-29T20:23:15.371780] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-29T20:23:15.372819] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-29T20:23:15.372885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:15.372920] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:15.372947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:15.373006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:15.433127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:15.434032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:15.434119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:15.434154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:15.566270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:15.566428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:15.566468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:15.566498] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:15.570967] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-29T20:23:15.571349] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-29T20:23:15.571529] [INFO ] [sig       ] GMRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:15.724737] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GMRE.txt
[2025-12-29T20:23:15.724904] [INFO ] [sig       ] [1412/3546] Completed GMRE in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:15.724944] [INFO ] [sig       ] [1413/3546] Forecasting GNE...
[2025-12-29T20:23:15.724974] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-29T20:23:15.725005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-29T20:23:15.737304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-29T20:23:15.737721] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-29T20:23:15.738535] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-29T20:23:15.738610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:15.738645] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:15.738673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:15.738732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:15.799281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:15.800232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:15.800323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:15.800533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:15.937233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:15.937417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:15.937466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:15.937498] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:15.942011] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-29T20:23:15.942558] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-29T20:23:15.942736] [INFO ] [sig       ] GNE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:16.099483] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GNE.txt
[2025-12-29T20:23:16.099700] [INFO ] [sig       ] [1413/3546] Completed GNE in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:16.099748] [INFO ] [sig       ] [1414/3546] Forecasting GNK...
[2025-12-29T20:23:16.099781] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-29T20:23:16.099811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-29T20:23:16.115212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-29T20:23:16.115935] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-29T20:23:16.117197] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-29T20:23:16.117266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:16.117316] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:16.117359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:16.117447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:16.199938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:16.200888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:16.200976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:16.201009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:16.327077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:16.327234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:16.327274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:16.327303] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:16.331115] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-29T20:23:16.331397] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-29T20:23:16.331525] [INFO ] [sig       ] GNK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:16.470664] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GNK.txt
[2025-12-29T20:23:16.470829] [INFO ] [sig       ] [1414/3546] Completed GNK in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:16.470869] [INFO ] [sig       ] [1415/3546] Forecasting GNL...
[2025-12-29T20:23:16.470900] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-29T20:23:16.470929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-29T20:23:16.482481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-29T20:23:16.482873] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-29T20:23:16.483700] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-29T20:23:16.483753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:16.483784] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:16.483810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:16.483868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:16.542854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:16.543691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:16.543790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:16.543825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:16.664890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:16.665046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:16.665086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:16.665133] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:16.668500] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-12-29T20:23:16.668803] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-29T20:23:16.668929] [INFO ] [sig       ] GNL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:16.810359] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GNL.txt
[2025-12-29T20:23:16.810518] [INFO ] [sig       ] [1415/3546] Completed GNL in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:16.810557] [INFO ] [sig       ] [1416/3546] Forecasting GNLN...
[2025-12-29T20:23:16.810608] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-29T20:23:16.810640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-29T20:23:16.822399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-29T20:23:16.822779] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-29T20:23:16.823587] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-29T20:23:16.823640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:16.823671] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:16.823696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:16.823753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:16.879738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:16.880601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:16.880682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:16.880714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:16.990613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:16.990768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:16.990807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:16.990834] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:16.994699] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-12-29T20:23:16.994977] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-29T20:23:16.995108] [INFO ] [sig       ] GNLN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:17.133948] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GNLN.txt
[2025-12-29T20:23:17.134077] [INFO ] [sig       ] [1416/3546] Completed GNLN in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:17.134115] [INFO ] [sig       ] [1417/3546] Forecasting GNLX...
[2025-12-29T20:23:17.134143] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-29T20:23:17.134173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-29T20:23:17.145351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-29T20:23:17.145644] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-29T20:23:17.146406] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-29T20:23:17.146458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:17.146489] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:17.146516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:17.146596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:17.202287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:17.202955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:17.203075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:17.203122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:17.324329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:17.324566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:17.324638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:17.324669] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:17.328410] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-29T20:23:17.328715] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-29T20:23:17.328885] [INFO ] [sig       ] GNLX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:17.467640] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GNLX.txt
[2025-12-29T20:23:17.467782] [INFO ] [sig       ] [1417/3546] Completed GNLX in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-29T20:23:17.467830] [INFO ] [sig       ] [1418/3546] Forecasting GNMA...
[2025-12-29T20:23:17.467864] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-29T20:23:17.467894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-29T20:23:17.479688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-29T20:23:17.480025] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-29T20:23:17.480861] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-29T20:23:17.480913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:17.480945] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:17.480971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:17.481029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:17.537206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:17.537850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:17.537931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:17.537962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:17.652446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:17.652603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:17.652645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:17.652675] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:17.656055] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-29T20:23:17.656327] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-29T20:23:17.656453] [INFO ] [sig       ] GNMA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:17.794704] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GNMA.txt
[2025-12-29T20:23:17.794845] [INFO ] [sig       ] [1418/3546] Completed GNMA in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-29T20:23:17.794898] [INFO ] [sig       ] [1419/3546] Forecasting GNOM...
[2025-12-29T20:23:17.794929] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-29T20:23:17.794958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-29T20:23:17.806456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-29T20:23:17.806745] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-29T20:23:17.807509] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-29T20:23:17.807560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:17.807613] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:17.807650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:17.807709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:17.863428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:17.864124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:17.864205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:17.864239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:17.980909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:17.981083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:17.981127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:17.981157] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:17.984750] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-29T20:23:17.985050] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-29T20:23:17.985186] [INFO ] [sig       ] GNOM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:18.126919] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GNOM.txt
[2025-12-29T20:23:18.127051] [INFO ] [sig       ] [1419/3546] Completed GNOM in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-29T20:23:18.127090] [INFO ] [sig       ] [1420/3546] Forecasting GNPX...
[2025-12-29T20:23:18.127119] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-29T20:23:18.127148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-29T20:23:18.138411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-29T20:23:18.138730] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-29T20:23:18.139529] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-29T20:23:18.139598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:18.139632] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:18.139658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:18.139715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:18.195523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:18.196292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:18.196371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:18.196404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:18.308815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:18.308981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:18.309020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:18.309048] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:18.312392] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-12-29T20:23:18.312682] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-29T20:23:18.312806] [INFO ] [sig       ] GNPX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:18.461519] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GNPX.txt
[2025-12-29T20:23:18.461729] [INFO ] [sig       ] [1420/3546] Completed GNPX in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-29T20:23:18.461769] [INFO ] [sig       ] [1421/3546] Forecasting GNRC...
[2025-12-29T20:23:18.461799] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-29T20:23:18.461828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-29T20:23:18.473969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-29T20:23:18.474302] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-29T20:23:18.475134] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-29T20:23:18.475187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:18.475219] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:18.475246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:18.475304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:18.534784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:18.535657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:18.535742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:18.535775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:18.661509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:18.661677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:18.661717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:18.661746] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:18.665203] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-12-29T20:23:18.665478] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-29T20:23:18.665626] [INFO ] [sig       ] GNRC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:18.810212] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GNRC.txt
[2025-12-29T20:23:18.810374] [INFO ] [sig       ] [1421/3546] Completed GNRC in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-29T20:23:18.810414] [INFO ] [sig       ] [1422/3546] Forecasting GNSS...
[2025-12-29T20:23:18.810443] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-29T20:23:18.810472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-29T20:23:18.821855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-29T20:23:18.822198] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-29T20:23:18.823002] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-29T20:23:18.823054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:18.823085] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:18.823112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:18.823170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:18.884309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:18.885169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:18.885253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:18.885286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:19.007321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:19.007476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:19.007516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:19.007546] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:19.011083] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-29T20:23:19.011402] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-29T20:23:19.011535] [INFO ] [sig       ] GNSS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:19.155812] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GNSS.txt
[2025-12-29T20:23:19.155945] [INFO ] [sig       ] [1422/3546] Completed GNSS in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-29T20:23:19.155984] [INFO ] [sig       ] [1423/3546] Forecasting GNTX...
[2025-12-29T20:23:19.156013] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-29T20:23:19.156049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-29T20:23:19.166999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-29T20:23:19.167262] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-29T20:23:19.168040] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-29T20:23:19.168092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:19.168124] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:19.168151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:19.168209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:19.233032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:19.233986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:19.234095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:19.234154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:19.363330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:19.363485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:19.363526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:19.363557] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:19.367331] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-29T20:23:19.367634] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-29T20:23:19.367766] [INFO ] [sig       ] GNTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:19.516637] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GNTX.txt
[2025-12-29T20:23:19.516808] [INFO ] [sig       ] [1423/3546] Completed GNTX in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:19.516850] [INFO ] [sig       ] [1424/3546] Forecasting GO...
[2025-12-29T20:23:19.516879] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-29T20:23:19.516908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-29T20:23:19.528474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-29T20:23:19.528870] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-29T20:23:19.529910] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-29T20:23:19.529965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:19.530038] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:19.530070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:19.530155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:19.592129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:19.593051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:19.593140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:19.593174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:19.719376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:19.719532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:19.719589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:19.719621] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:19.723401] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-29T20:23:19.723729] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-29T20:23:19.723862] [INFO ] [sig       ] GO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:19.867208] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GO.txt
[2025-12-29T20:23:19.867373] [INFO ] [sig       ] [1424/3546] Completed GO in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:19.867413] [INFO ] [sig       ] [1425/3546] Forecasting GOCO...
[2025-12-29T20:23:19.867444] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-29T20:23:19.867473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-29T20:23:19.879113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-29T20:23:19.879488] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-29T20:23:19.880323] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-29T20:23:19.880377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:19.880410] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:19.880438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:19.880497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:19.941844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:19.942749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:19.942835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:19.942870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:20.065179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:20.065338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:20.065379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:20.065409] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:20.069294] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=24.28%)
[2025-12-29T20:23:20.069605] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-29T20:23:20.069738] [INFO ] [sig       ] GOCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:20.212130] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GOCO.txt
[2025-12-29T20:23:20.212279] [INFO ] [sig       ] [1425/3546] Completed GOCO in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:20.212324] [INFO ] [sig       ] [1426/3546] Forecasting GOF...
[2025-12-29T20:23:20.212363] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-29T20:23:20.212398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-29T20:23:20.224161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-29T20:23:20.224525] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-29T20:23:20.225417] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-29T20:23:20.225472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:20.225506] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:20.225534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:20.225630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:20.284870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:20.285765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:20.285847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:20.285882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:20.406134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:20.406287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:20.406327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:20.406356] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:20.409967] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-29T20:23:20.410250] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-29T20:23:20.410380] [INFO ] [sig       ] GOF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:20.549259] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GOF.txt
[2025-12-29T20:23:20.549405] [INFO ] [sig       ] [1426/3546] Completed GOF in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:20.549444] [INFO ] [sig       ] [1427/3546] Forecasting GOGO...
[2025-12-29T20:23:20.549474] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-29T20:23:20.549504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-29T20:23:20.561078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-29T20:23:20.561393] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-29T20:23:20.562272] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-29T20:23:20.562326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:20.562358] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:20.562385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:20.562443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:20.619691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:20.620507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:20.620640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:20.620678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:20.745237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:20.745406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:20.745447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:20.745539] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:20.750479] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-29T20:23:20.750808] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-29T20:23:20.750943] [INFO ] [sig       ] GOGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:20.897823] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GOGO.txt
[2025-12-29T20:23:20.898002] [INFO ] [sig       ] [1427/3546] Completed GOGO in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:20.898058] [INFO ] [sig       ] [1428/3546] Forecasting GOLF...
[2025-12-29T20:23:20.898090] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-29T20:23:20.898121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-29T20:23:20.909750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-29T20:23:20.910090] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-29T20:23:20.910946] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-29T20:23:20.911000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:20.911032] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:20.911059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:20.911137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:20.974060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:20.975145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:20.975237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:20.975279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:21.108635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:21.108824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:21.108867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:21.108897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:21.113426] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=56.45%)
[2025-12-29T20:23:21.113733] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-29T20:23:21.113865] [INFO ] [sig       ] GOLF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:21.266034] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GOLF.txt
[2025-12-29T20:23:21.266176] [INFO ] [sig       ] [1428/3546] Completed GOLF in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:21.266216] [INFO ] [sig       ] [1429/3546] Forecasting GOOD...
[2025-12-29T20:23:21.266246] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-29T20:23:21.266276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-29T20:23:21.278212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-29T20:23:21.278524] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-29T20:23:21.279374] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-29T20:23:21.279429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:21.279461] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:21.279489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:21.279548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:21.344874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:21.345734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:21.345830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:21.345881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:21.471133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:21.471298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:21.471353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:21.471389] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:21.475000] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-29T20:23:21.475292] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-29T20:23:21.475442] [INFO ] [sig       ] GOOD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:21.623687] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GOOD.txt
[2025-12-29T20:23:21.623825] [INFO ] [sig       ] [1429/3546] Completed GOOD in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:21.623863] [INFO ] [sig       ] [1430/3546] Forecasting GOOG...
[2025-12-29T20:23:21.623893] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-29T20:23:21.623922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-29T20:23:21.636417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-29T20:23:21.636843] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-29T20:23:21.637753] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-29T20:23:21.637822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:21.637869] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:21.637901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:21.637966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:21.700788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:21.701701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:21.701789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:21.701822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:21.838253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:21.838413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:21.838452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:21.838483] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:21.842022] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2025-12-29T20:23:21.842309] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-29T20:23:21.842440] [INFO ] [sig       ] GOOG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:21.985386] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GOOG.txt
[2025-12-29T20:23:21.985541] [INFO ] [sig       ] [1430/3546] Completed GOOG in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:21.985597] [INFO ] [sig       ] [1431/3546] Forecasting GOOS...
[2025-12-29T20:23:21.985628] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-29T20:23:21.985657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-29T20:23:21.997252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-29T20:23:21.997612] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-29T20:23:21.998418] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-29T20:23:21.998470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:21.998501] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:21.998528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:21.998612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:22.055734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:22.056622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:22.056706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:22.056739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:22.175397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:22.175546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:22.175601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:22.175632] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:22.178975] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=74.79%)
[2025-12-29T20:23:22.179242] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-29T20:23:22.179367] [INFO ] [sig       ] GOOS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:22.328790] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GOOS.txt
[2025-12-29T20:23:22.328941] [INFO ] [sig       ] [1431/3546] Completed GOOS in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:22.328984] [INFO ] [sig       ] [1432/3546] Forecasting GOSS...
[2025-12-29T20:23:22.329012] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-29T20:23:22.329042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-29T20:23:22.341648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-29T20:23:22.341942] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-29T20:23:22.342921] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-29T20:23:22.342990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:22.343038] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:22.343069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:22.343128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:22.403931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:22.404823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:22.404908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:22.404943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:22.528945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:22.529103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:22.529149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:22.529191] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:22.532649] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-29T20:23:22.532932] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-29T20:23:22.533096] [INFO ] [sig       ] GOSS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:22.683234] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GOSS.txt
[2025-12-29T20:23:22.683434] [INFO ] [sig       ] [1432/3546] Completed GOSS in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:22.683481] [INFO ] [sig       ] [1433/3546] Forecasting GOVI...
[2025-12-29T20:23:22.683514] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-29T20:23:22.683549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-29T20:23:22.695278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-29T20:23:22.695691] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-29T20:23:22.696523] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-29T20:23:22.696596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:22.696631] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:22.696658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:22.696717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:22.761243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:22.762239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:22.762335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:22.762386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:22.913066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:22.913229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:22.913270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:22.913303] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:22.916846] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2025-12-29T20:23:22.917170] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-29T20:23:22.917310] [INFO ] [sig       ] GOVI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:23.109567] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GOVI.txt
[2025-12-29T20:23:23.109813] [INFO ] [sig       ] [1433/3546] Completed GOVI in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:23.109869] [INFO ] [sig       ] [1434/3546] Forecasting GPC...
[2025-12-29T20:23:23.109902] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-29T20:23:23.109935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-29T20:23:23.123307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-29T20:23:23.123850] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-29T20:23:23.125073] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-29T20:23:23.125142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:23.125177] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:23.125209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:23.125302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:23.204018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:23.205239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:23.205407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:23.205456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:23.374489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:23.374712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:23.374788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:23.374823] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:23.378891] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=32.02%)
[2025-12-29T20:23:23.379315] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-29T20:23:23.379503] [INFO ] [sig       ] GPC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:23.547498] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GPC.txt
[2025-12-29T20:23:23.547698] [INFO ] [sig       ] [1434/3546] Completed GPC in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:23.547740] [INFO ] [sig       ] [1435/3546] Forecasting GPI...
[2025-12-29T20:23:23.547772] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-29T20:23:23.547802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-29T20:23:23.564718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-29T20:23:23.565229] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-29T20:23:23.566416] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-29T20:23:23.566488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:23.566536] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:23.566605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:23.566695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:23.631437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:23.632387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:23.632482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:23.632515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:23.797458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:23.797662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:23.797707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:23.797736] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:23.801338] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2025-12-29T20:23:23.801686] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-29T20:23:23.801832] [INFO ] [sig       ] GPI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:23.957072] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GPI.txt
[2025-12-29T20:23:23.957272] [INFO ] [sig       ] [1435/3546] Completed GPI in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-29T20:23:23.957325] [INFO ] [sig       ] [1436/3546] Forecasting GPIQ...
[2025-12-29T20:23:23.957356] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-29T20:23:23.957388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-29T20:23:23.970467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-29T20:23:23.970881] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-29T20:23:23.971840] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-29T20:23:23.971896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:23.971928] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:23.971954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:23.972011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:24.036080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:24.037201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:24.037293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:24.037328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:24.164097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:24.164254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:24.164296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:24.164326] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:24.167933] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-12-29T20:23:24.168225] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-29T20:23:24.168354] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:24.322144] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GPIQ.txt
[2025-12-29T20:23:24.322303] [INFO ] [sig       ] [1436/3546] Completed GPIQ in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-29T20:23:24.322359] [INFO ] [sig       ] [1437/3546] Forecasting GPIX...
[2025-12-29T20:23:24.322406] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-29T20:23:24.322439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-29T20:23:24.335175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-29T20:23:24.335552] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-29T20:23:24.336494] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-29T20:23:24.336553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:24.336627] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:24.336659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:24.336718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:24.399191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:24.400015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:24.400099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:24.400133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:24.524681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:24.524847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:24.524899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:24.524945] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:24.528678] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-29T20:23:24.529036] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-29T20:23:24.529207] [INFO ] [sig       ] GPIX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:24.682699] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GPIX.txt
[2025-12-29T20:23:24.682881] [INFO ] [sig       ] [1437/3546] Completed GPIX in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-29T20:23:24.682922] [INFO ] [sig       ] [1438/3546] Forecasting GPJA...
[2025-12-29T20:23:24.682953] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-29T20:23:24.682987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-29T20:23:24.695251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-29T20:23:24.695664] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-29T20:23:24.696615] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-29T20:23:24.696675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:24.696719] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:24.696750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:24.696809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:24.759476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:24.760302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:24.760384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:24.760417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:24.884193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:24.884365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:24.884407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:24.884437] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:24.888232] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2025-12-29T20:23:24.888523] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-29T20:23:24.888672] [INFO ] [sig       ] GPJA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:25.039799] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GPJA.txt
[2025-12-29T20:23:25.039958] [INFO ] [sig       ] [1438/3546] Completed GPJA in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-29T20:23:25.039998] [INFO ] [sig       ] [1439/3546] Forecasting GPK...
[2025-12-29T20:23:25.040026] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-29T20:23:25.040055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-29T20:23:25.052689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-29T20:23:25.053045] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-29T20:23:25.053987] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-29T20:23:25.054055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:25.054101] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:25.054134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:25.054196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:25.117041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:25.117899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:25.117985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:25.118019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:25.250599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:25.250751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:25.250828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:25.250859] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:25.254612] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=58.28%)
[2025-12-29T20:23:25.254928] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-29T20:23:25.255094] [INFO ] [sig       ] GPK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:25.405371] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GPK.txt
[2025-12-29T20:23:25.405533] [INFO ] [sig       ] [1439/3546] Completed GPK in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:25.405598] [INFO ] [sig       ] [1440/3546] Forecasting GPN...
[2025-12-29T20:23:25.405634] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-29T20:23:25.405665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-29T20:23:25.420866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-29T20:23:25.421227] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-29T20:23:25.422099] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-29T20:23:25.422152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:25.422185] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:25.422212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:25.422277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:25.485139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:25.486060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:25.486162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:25.486197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:25.616149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:25.616303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:25.616343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:25.616374] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:25.619988] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-12-29T20:23:25.620314] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-29T20:23:25.620462] [INFO ] [sig       ] GPN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:25.832266] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GPN.txt
[2025-12-29T20:23:25.832451] [INFO ] [sig       ] [1440/3546] Completed GPN in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:25.832503] [INFO ] [sig       ] [1441/3546] Forecasting GPRE...
[2025-12-29T20:23:25.832540] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-29T20:23:25.832607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-29T20:23:25.845123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-29T20:23:25.845508] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-29T20:23:25.846390] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-29T20:23:25.846445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:25.846511] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:25.846555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:25.846654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:25.910110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:25.910974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:25.911058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:25.911092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:26.043152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:26.043322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:26.043365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:26.043396] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:26.046985] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-29T20:23:26.047288] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-29T20:23:26.047427] [INFO ] [sig       ] GPRE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:26.200045] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GPRE.txt
[2025-12-29T20:23:26.200201] [INFO ] [sig       ] [1441/3546] Completed GPRE in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:26.200245] [INFO ] [sig       ] [1442/3546] Forecasting GPRK...
[2025-12-29T20:23:26.200275] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-29T20:23:26.200318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-29T20:23:26.212981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-29T20:23:26.213343] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-29T20:23:26.214195] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-29T20:23:26.214248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:26.214280] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:26.214307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:26.214365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:26.272015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:26.272867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:26.272947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:26.272980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:26.396694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:26.396857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:26.396899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:26.396929] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:26.404222] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-29T20:23:26.404678] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-29T20:23:26.404839] [INFO ] [sig       ] GPRK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:26.552365] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GPRK.txt
[2025-12-29T20:23:26.552525] [INFO ] [sig       ] [1442/3546] Completed GPRK in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:26.552596] [INFO ] [sig       ] [1443/3546] Forecasting GPRO...
[2025-12-29T20:23:26.552630] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-29T20:23:26.552660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-29T20:23:26.564135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-29T20:23:26.564477] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-29T20:23:26.565320] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-29T20:23:26.565373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:26.565416] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:26.565443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:26.565501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:26.623174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:26.624075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:26.624174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:26.624207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:26.752430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:26.752609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:26.752652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:26.752680] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:26.756145] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-29T20:23:26.756432] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-29T20:23:26.756564] [INFO ] [sig       ] GPRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:26.901567] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GPRO.txt
[2025-12-29T20:23:26.901737] [INFO ] [sig       ] [1443/3546] Completed GPRO in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:26.901777] [INFO ] [sig       ] [1444/3546] Forecasting GRAB...
[2025-12-29T20:23:26.901806] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-29T20:23:26.901837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-29T20:23:26.917297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-29T20:23:26.917828] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-29T20:23:26.919016] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-29T20:23:26.919086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:26.919132] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:26.919171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:26.919258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:26.981135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:26.982163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:26.982252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:26.982286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:27.103139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:27.103298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:27.103339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:27.103428] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:27.106930] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-29T20:23:27.107267] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-29T20:23:27.107410] [INFO ] [sig       ] GRAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:27.251862] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRAB.txt
[2025-12-29T20:23:27.252040] [INFO ] [sig       ] [1444/3546] Completed GRAB in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:27.252083] [INFO ] [sig       ] [1445/3546] Forecasting GRAL...
[2025-12-29T20:23:27.252113] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-29T20:23:27.252143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-29T20:23:27.265645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-29T20:23:27.266101] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-29T20:23:27.266957] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-29T20:23:27.267010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:27.267042] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:27.267068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:27.267125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:27.324467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:27.325170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:27.325262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:27.325296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:27.448892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:27.449069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:27.449112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:27.449140] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:27.452754] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=48.78%)
[2025-12-29T20:23:27.453047] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-29T20:23:27.453180] [INFO ] [sig       ] GRAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:27.593071] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRAL.txt
[2025-12-29T20:23:27.593225] [INFO ] [sig       ] [1445/3546] Completed GRAL in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:27.593265] [INFO ] [sig       ] [1446/3546] Forecasting GRBK...
[2025-12-29T20:23:27.593293] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-29T20:23:27.593323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-29T20:23:27.604802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-29T20:23:27.605156] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-29T20:23:27.605995] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-29T20:23:27.606049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:27.606080] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:27.606105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:27.606163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:27.664559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:27.665693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:27.665809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:27.665854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:27.788124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:27.788291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:27.788329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:27.788358] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:27.791813] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=83.08%)
[2025-12-29T20:23:27.792095] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-29T20:23:27.792222] [INFO ] [sig       ] GRBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:27.934559] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GRBK.txt
[2025-12-29T20:23:27.934735] [INFO ] [sig       ] [1446/3546] Completed GRBK in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:27.934774] [INFO ] [sig       ] [1447/3546] Forecasting GRC...
[2025-12-29T20:23:27.934810] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-29T20:23:27.934841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-29T20:23:27.945855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-29T20:23:27.946116] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-29T20:23:27.946901] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-29T20:23:27.946952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:27.946983] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:27.947009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:27.947066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:28.005266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:28.005940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:28.006020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:28.006052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:28.128916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:28.129109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:28.129155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:28.129184] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:28.132826] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=30.42%)
[2025-12-29T20:23:28.133098] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-29T20:23:28.133224] [INFO ] [sig       ] GRC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:28.276356] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRC.txt
[2025-12-29T20:23:28.276508] [INFO ] [sig       ] [1447/3546] Completed GRC in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:28.276566] [INFO ] [sig       ] [1448/3546] Forecasting GREE...
[2025-12-29T20:23:28.276628] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-29T20:23:28.276657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-29T20:23:28.288054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-29T20:23:28.288354] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-29T20:23:28.289183] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-29T20:23:28.289237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:28.289269] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:28.289294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:28.289352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:28.346259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:28.346892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:28.346970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:28.347001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:28.461721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:28.461876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:28.461915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:28.461943] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:28.465264] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-29T20:23:28.465534] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-29T20:23:28.465676] [INFO ] [sig       ] GREE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:28.606249] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GREE.txt
[2025-12-29T20:23:28.606392] [INFO ] [sig       ] [1448/3546] Completed GREE in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:28.606433] [INFO ] [sig       ] [1449/3546] Forecasting GRFS...
[2025-12-29T20:23:28.606462] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-29T20:23:28.606491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-29T20:23:28.618170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-29T20:23:28.618438] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-29T20:23:28.619238] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-29T20:23:28.619290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:28.619321] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:28.619347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:28.619404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:28.677155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:28.677794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:28.677872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:28.677904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:28.803228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:28.803396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:28.803448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:28.803478] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:28.807780] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-29T20:23:28.808051] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-29T20:23:28.808197] [INFO ] [sig       ] GRFS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:28.958145] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GRFS.txt
[2025-12-29T20:23:28.958306] [INFO ] [sig       ] [1449/3546] Completed GRFS in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:28.958348] [INFO ] [sig       ] [1450/3546] Forecasting GRID...
[2025-12-29T20:23:28.958379] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-29T20:23:28.958408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-29T20:23:28.970963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-29T20:23:28.971317] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-29T20:23:28.972350] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-29T20:23:28.972404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:28.972436] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:28.972462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:28.972519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:29.029986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:29.030836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:29.030918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:29.030951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:29.150082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:29.150239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:29.150277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:29.150323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:29.153730] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2025-12-29T20:23:29.154006] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-29T20:23:29.154131] [INFO ] [sig       ] GRID: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:29.301005] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRID.txt
[2025-12-29T20:23:29.301167] [INFO ] [sig       ] [1450/3546] Completed GRID in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:29.301207] [INFO ] [sig       ] [1451/3546] Forecasting GRMN...
[2025-12-29T20:23:29.301236] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-29T20:23:29.301266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-29T20:23:29.312740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-29T20:23:29.313016] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-29T20:23:29.313807] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-29T20:23:29.313858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:29.313889] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:29.313916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:29.313973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:29.371442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:29.372073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:29.372177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:29.372210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:29.495296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:29.495484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:29.495531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:29.495561] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:29.499061] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=39.97%)
[2025-12-29T20:23:29.499338] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-29T20:23:29.499468] [INFO ] [sig       ] GRMN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:29.639522] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRMN.txt
[2025-12-29T20:23:29.639719] [INFO ] [sig       ] [1451/3546] Completed GRMN in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:29.639769] [INFO ] [sig       ] [1452/3546] Forecasting GRND...
[2025-12-29T20:23:29.639799] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-29T20:23:29.639827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-29T20:23:29.651347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-29T20:23:29.651636] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-29T20:23:29.652402] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-29T20:23:29.652455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:29.652486] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:29.652512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:29.652594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:29.709911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:29.710642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:29.710737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:29.710770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:29.833655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:29.833803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:29.833840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:29.833869] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:29.837177] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-29T20:23:29.837444] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-29T20:23:29.837568] [INFO ] [sig       ] GRND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:29.977317] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRND.txt
[2025-12-29T20:23:29.977485] [INFO ] [sig       ] [1452/3546] Completed GRND in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-29T20:23:29.977527] [INFO ] [sig       ] [1453/3546] Forecasting GRPN...
[2025-12-29T20:23:29.977555] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-29T20:23:29.977604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-29T20:23:29.989639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-29T20:23:29.990023] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-29T20:23:29.990860] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-29T20:23:29.990915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:29.990946] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:29.990972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:29.991029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:30.048935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:30.049803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:30.049886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:30.049919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:30.173411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:30.173610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:30.173653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:30.173682] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:30.177269] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-12-29T20:23:30.177587] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-29T20:23:30.177723] [INFO ] [sig       ] GRPN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:30.317817] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRPN.txt
[2025-12-29T20:23:30.317946] [INFO ] [sig       ] [1453/3546] Completed GRPN in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-29T20:23:30.317985] [INFO ] [sig       ] [1454/3546] Forecasting GRVY...
[2025-12-29T20:23:30.318013] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-29T20:23:30.318041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-29T20:23:30.329440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-29T20:23:30.329746] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-29T20:23:30.330519] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-29T20:23:30.330588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:30.330633] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:30.330662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:30.330719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:30.387549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:30.388190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:30.388267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:30.388300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:30.496783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:30.496928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:30.496967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:30.496995] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:30.500380] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2025-12-29T20:23:30.500671] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-29T20:23:30.500793] [INFO ] [sig       ] GRVY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:30.641530] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRVY.txt
[2025-12-29T20:23:30.641705] [INFO ] [sig       ] [1454/3546] Completed GRVY in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-29T20:23:30.641747] [INFO ] [sig       ] [1455/3546] Forecasting GRWG...
[2025-12-29T20:23:30.641779] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-29T20:23:30.641809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-29T20:23:30.653154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-29T20:23:30.653447] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-29T20:23:30.654260] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-29T20:23:30.654314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:30.654346] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:30.654374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:30.654432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:30.712180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:30.712992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:30.713075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:30.713108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:30.836767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:30.836945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:30.836991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:30.837021] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:30.840604] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=43.62%)
[2025-12-29T20:23:30.840906] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-29T20:23:30.841046] [INFO ] [sig       ] GRWG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:30.982800] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRWG.txt
[2025-12-29T20:23:30.982937] [INFO ] [sig       ] [1455/3546] Completed GRWG in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-29T20:23:30.982977] [INFO ] [sig       ] [1456/3546] Forecasting GRX...
[2025-12-29T20:23:30.983006] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-29T20:23:30.983036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-29T20:23:30.994465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-29T20:23:30.994797] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-29T20:23:30.995592] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-29T20:23:30.995645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:30.995678] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:30.995705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:30.995762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:31.053829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:31.054497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:31.054596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:31.054632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:31.166746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:31.166896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:31.166935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:31.166964] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:31.170391] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-29T20:23:31.170887] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-29T20:23:31.171015] [INFO ] [sig       ] GRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:31.314394] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GRX.txt
[2025-12-29T20:23:31.314522] [INFO ] [sig       ] [1456/3546] Completed GRX in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:31.314560] [INFO ] [sig       ] [1457/3546] Forecasting GS...
[2025-12-29T20:23:31.314607] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-29T20:23:31.314638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-29T20:23:31.325762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-29T20:23:31.326047] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-29T20:23:31.326842] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-29T20:23:31.326894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:31.326925] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:31.326950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:31.327007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:31.383992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:31.384636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:31.384713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:31.384745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:31.522682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:31.522873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:31.522923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:31.522953] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:31.526565] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-29T20:23:31.526872] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-29T20:23:31.526999] [INFO ] [sig       ] GS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:31.671290] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GS.txt
[2025-12-29T20:23:31.671452] [INFO ] [sig       ] [1457/3546] Completed GS in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:31.671494] [INFO ] [sig       ] [1458/3546] Forecasting GSBC...
[2025-12-29T20:23:31.671523] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-29T20:23:31.671559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-29T20:23:31.684297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-29T20:23:31.684907] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-29T20:23:31.685782] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-29T20:23:31.685861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:31.685894] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:31.685921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:31.685980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:31.746348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:31.747229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:31.747312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:31.747344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:31.869981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:31.870137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:31.870178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:31.870207] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:31.873624] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-29T20:23:31.873909] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-29T20:23:31.874040] [INFO ] [sig       ] GSBC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:32.023627] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GSBC.txt
[2025-12-29T20:23:32.023784] [INFO ] [sig       ] [1458/3546] Completed GSBC in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:32.023826] [INFO ] [sig       ] [1459/3546] Forecasting GSBD...
[2025-12-29T20:23:32.023854] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-29T20:23:32.023884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-29T20:23:32.035844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-29T20:23:32.036224] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-29T20:23:32.037042] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-29T20:23:32.037096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:32.037127] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:32.037154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:32.037212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:32.094681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:32.095561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:32.095670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:32.095703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:32.217802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:32.217978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:32.218023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:32.218052] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:32.221523] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-12-29T20:23:32.221811] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-29T20:23:32.221937] [INFO ] [sig       ] GSBD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:32.368309] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GSBD.txt
[2025-12-29T20:23:32.368469] [INFO ] [sig       ] [1459/3546] Completed GSBD in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:32.368521] [INFO ] [sig       ] [1460/3546] Forecasting GSHD...
[2025-12-29T20:23:32.368565] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-29T20:23:32.368623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-29T20:23:32.380431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-29T20:23:32.380757] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-29T20:23:32.381538] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-29T20:23:32.381611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:32.381646] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:32.381679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:32.381737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:32.441194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:32.441992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:32.442076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:32.442110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:32.565454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:32.565632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:32.565675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:32.565704] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:32.569167] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-29T20:23:32.569441] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-29T20:23:32.569570] [INFO ] [sig       ] GSHD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:32.717192] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GSHD.txt
[2025-12-29T20:23:32.717353] [INFO ] [sig       ] [1460/3546] Completed GSHD in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:32.717399] [INFO ] [sig       ] [1461/3546] Forecasting GSK...
[2025-12-29T20:23:32.717432] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-29T20:23:32.717463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-29T20:23:32.729705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-29T20:23:32.730031] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-29T20:23:32.730840] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-29T20:23:32.730893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:32.730924] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:32.730949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:32.731006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:32.787269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:32.788012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:32.788093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:32.788125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:32.912062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:32.912214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:32.912287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:32.912329] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:32.915838] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-12-29T20:23:32.916111] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-29T20:23:32.916240] [INFO ] [sig       ] GSK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:33.057828] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GSK.txt
[2025-12-29T20:23:33.057985] [INFO ] [sig       ] [1461/3546] Completed GSK in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:33.058025] [INFO ] [sig       ] [1462/3546] Forecasting GSL...
[2025-12-29T20:23:33.058055] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-29T20:23:33.058085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-29T20:23:33.070039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-29T20:23:33.070359] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-29T20:23:33.071161] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-29T20:23:33.071213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:33.071244] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:33.071271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:33.071329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:33.128167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:33.128951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:33.129036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:33.129070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:33.253661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:33.253851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:33.253891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:33.253919] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:33.257390] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-29T20:23:33.257692] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-29T20:23:33.257818] [INFO ] [sig       ] GSL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:33.397174] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GSL.txt
[2025-12-29T20:23:33.397305] [INFO ] [sig       ] [1462/3546] Completed GSL in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:33.397345] [INFO ] [sig       ] [1463/3546] Forecasting GSM...
[2025-12-29T20:23:33.397377] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-29T20:23:33.397407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-29T20:23:33.408394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-29T20:23:33.408736] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-29T20:23:33.409661] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-29T20:23:33.409713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:33.409744] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:33.409770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:33.409827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:33.467402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:33.468094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:33.468175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:33.468207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:33.586499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:33.586671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:33.586711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:33.586739] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:33.590115] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-29T20:23:33.590385] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-29T20:23:33.590510] [INFO ] [sig       ] GSM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:33.731955] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GSM.txt
[2025-12-29T20:23:33.732095] [INFO ] [sig       ] [1463/3546] Completed GSM in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:33.732135] [INFO ] [sig       ] [1464/3546] Forecasting GTES...
[2025-12-29T20:23:33.732164] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-29T20:23:33.732193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-29T20:23:33.743763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-29T20:23:33.744049] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-29T20:23:33.744838] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-29T20:23:33.744889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:33.744920] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:33.744946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:33.745004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:33.802394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:33.803075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:33.803153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:33.803185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:33.922881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:33.923055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:33.923096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:33.923123] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:33.926477] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-29T20:23:33.926788] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-29T20:23:33.926919] [INFO ] [sig       ] GTES: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:34.068723] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GTES.txt
[2025-12-29T20:23:34.068887] [INFO ] [sig       ] [1464/3546] Completed GTES in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:34.068926] [INFO ] [sig       ] [1465/3546] Forecasting GTLB...
[2025-12-29T20:23:34.068954] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-29T20:23:34.069012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-29T20:23:34.079899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-29T20:23:34.080181] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-29T20:23:34.081001] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-29T20:23:34.081053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:34.081084] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:34.081110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:34.081178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:34.137993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:34.138776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:34.138854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:34.138887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:34.259143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:34.259289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:34.259331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:34.259358] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:34.262689] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-29T20:23:34.262956] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-29T20:23:34.263078] [INFO ] [sig       ] GTLB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:34.403208] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GTLB.txt
[2025-12-29T20:23:34.403339] [INFO ] [sig       ] [1465/3546] Completed GTLB in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:34.403378] [INFO ] [sig       ] [1466/3546] Forecasting GTLS...
[2025-12-29T20:23:34.403408] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-29T20:23:34.403436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-29T20:23:34.415407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-29T20:23:34.415753] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-29T20:23:34.416534] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-29T20:23:34.416607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:34.416641] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:34.416667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:34.416724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:34.477889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:34.478548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:34.478647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:34.478681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:34.606385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:34.606536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:34.606590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:34.606622] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:34.610392] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-29T20:23:34.610682] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-29T20:23:34.610808] [INFO ] [sig       ] GTLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:34.752128] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GTLS.txt
[2025-12-29T20:23:34.752265] [INFO ] [sig       ] [1466/3546] Completed GTLS in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:34.752305] [INFO ] [sig       ] [1467/3546] Forecasting GTN...
[2025-12-29T20:23:34.752334] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-29T20:23:34.752364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-29T20:23:34.763371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-29T20:23:34.763677] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-29T20:23:34.764443] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-29T20:23:34.764505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:34.764536] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:34.764563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:34.764646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:34.822013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:34.822720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:34.822800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:34.822833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:34.945419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:34.945584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:34.945625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:34.945654] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:34.948980] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=55.14%)
[2025-12-29T20:23:34.949244] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-29T20:23:34.949365] [INFO ] [sig       ] GTN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:35.091348] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GTN.txt
[2025-12-29T20:23:35.091512] [INFO ] [sig       ] [1467/3546] Completed GTN in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:35.091553] [INFO ] [sig       ] [1468/3546] Forecasting GTX...
[2025-12-29T20:23:35.091607] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-29T20:23:35.091639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-29T20:23:35.103371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-29T20:23:35.103778] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-29T20:23:35.104602] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-29T20:23:35.104658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:35.104692] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:35.104719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:35.104778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:35.164773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:35.165632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:35.165717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:35.165749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:35.285342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:35.285494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:35.285533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:35.285561] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:35.289067] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-12-29T20:23:35.289339] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-29T20:23:35.289464] [INFO ] [sig       ] GTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:35.429831] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GTX.txt
[2025-12-29T20:23:35.429965] [INFO ] [sig       ] [1468/3546] Completed GTX in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:35.430004] [INFO ] [sig       ] [1469/3546] Forecasting GTY...
[2025-12-29T20:23:35.430034] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-29T20:23:35.430065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-29T20:23:35.441632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-29T20:23:35.441927] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-29T20:23:35.442728] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-29T20:23:35.442780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:35.442811] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:35.442838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:35.442895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:35.502259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:35.502941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:35.503020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:35.503053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:35.624363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:35.624520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:35.624559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:35.624607] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:35.627988] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-12-29T20:23:35.628261] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-29T20:23:35.628387] [INFO ] [sig       ] GTY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:35.768584] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GTY.txt
[2025-12-29T20:23:35.768724] [INFO ] [sig       ] [1469/3546] Completed GTY in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-29T20:23:35.768778] [INFO ] [sig       ] [1470/3546] Forecasting GUG...
[2025-12-29T20:23:35.768808] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-29T20:23:35.768843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-29T20:23:35.780067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-29T20:23:35.780335] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-29T20:23:35.781163] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-29T20:23:35.781216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:35.781248] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:35.781275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:35.781333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:35.838898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:35.839676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:35.839754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:35.839786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:35.956582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:35.956741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:35.956780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:35.956808] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:35.960176] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-29T20:23:35.960451] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-29T20:23:35.960591] [INFO ] [sig       ] GUG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:36.102326] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GUG.txt
[2025-12-29T20:23:36.102479] [INFO ] [sig       ] [1470/3546] Completed GUG in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-29T20:23:36.102524] [INFO ] [sig       ] [1471/3546] Forecasting GVA...
[2025-12-29T20:23:36.102554] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-29T20:23:36.102605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-29T20:23:36.116100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-29T20:23:36.116497] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-29T20:23:36.117352] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-29T20:23:36.117406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:36.117438] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:36.117465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:36.117524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:36.174855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:36.175735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:36.175821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:36.175853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:36.292093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:36.292246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:36.292287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:36.292315] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:36.295663] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-12-29T20:23:36.295950] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-29T20:23:36.296106] [INFO ] [sig       ] GVA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:36.436463] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GVA.txt
[2025-12-29T20:23:36.436648] [INFO ] [sig       ] [1471/3546] Completed GVA in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-29T20:23:36.436694] [INFO ] [sig       ] [1472/3546] Forecasting GWH...
[2025-12-29T20:23:36.436724] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-29T20:23:36.436754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-29T20:23:36.447897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-29T20:23:36.448178] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-29T20:23:36.449000] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-29T20:23:36.449053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:36.449084] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:36.449109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:36.449166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:36.506553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:36.507376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:36.507457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:36.507489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:36.630152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:36.630310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:36.630352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:36.630380] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:36.633786] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-29T20:23:36.634052] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-29T20:23:36.634209] [INFO ] [sig       ] GWH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:36.774739] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GWH.txt
[2025-12-29T20:23:36.774877] [INFO ] [sig       ] [1472/3546] Completed GWH in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-29T20:23:36.774927] [INFO ] [sig       ] [1473/3546] Forecasting GWRE...
[2025-12-29T20:23:36.774961] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-29T20:23:36.774991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-29T20:23:36.786383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-29T20:23:36.786669] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-29T20:23:36.787448] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-29T20:23:36.787500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:36.787531] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:36.787557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:36.787633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:36.844936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:36.845688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:36.845784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:36.845817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:36.965905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:36.966063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:36.966101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:36.966128] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:36.969491] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-12-29T20:23:36.969824] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-29T20:23:36.969953] [INFO ] [sig       ] GWRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:37.111655] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/GWRE.txt
[2025-12-29T20:23:37.111789] [INFO ] [sig       ] [1473/3546] Completed GWRE in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-29T20:23:37.111828] [INFO ] [sig       ] [1474/3546] Forecasting GWRS...
[2025-12-29T20:23:37.111857] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-29T20:23:37.111885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-29T20:23:37.123778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-29T20:23:37.124062] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-29T20:23:37.124884] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-29T20:23:37.124938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:37.124971] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:37.124998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:37.125057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:37.184128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:37.184925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:37.185009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:37.185043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:37.301543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:37.301716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:37.301774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:37.301806] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:37.305206] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2025-12-29T20:23:37.305480] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-29T20:23:37.305624] [INFO ] [sig       ] GWRS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:37.448545] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GWRS.txt
[2025-12-29T20:23:37.448703] [INFO ] [sig       ] [1474/3546] Completed GWRS in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:37.448745] [INFO ] [sig       ] [1475/3546] Forecasting GXAI...
[2025-12-29T20:23:37.448986] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-29T20:23:37.449028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-29T20:23:37.462211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-29T20:23:37.462530] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-29T20:23:37.463424] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-29T20:23:37.463479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:37.463512] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:37.463540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:37.463616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:37.523861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:37.524559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:37.524655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:37.524688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:37.641049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:37.641200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:37.641238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:37.641266] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:37.644596] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-29T20:23:37.644864] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-29T20:23:37.644984] [INFO ] [sig       ] GXAI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:37.787087] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GXAI.txt
[2025-12-29T20:23:37.787219] [INFO ] [sig       ] [1475/3546] Completed GXAI in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:37.787258] [INFO ] [sig       ] [1476/3546] Forecasting GYRE...
[2025-12-29T20:23:37.787286] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-29T20:23:37.787315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-29T20:23:37.799543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-29T20:23:37.799878] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-29T20:23:37.800676] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-29T20:23:37.800739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:37.800776] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:37.800805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:37.800863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:37.858382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:37.859182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:37.859264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:37.859297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:37.979906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:37.980056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:37.980094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:37.980122] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:37.983414] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-29T20:23:37.983699] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-29T20:23:37.983822] [INFO ] [sig       ] GYRE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:38.124375] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/GYRE.txt
[2025-12-29T20:23:38.124510] [INFO ] [sig       ] [1476/3546] Completed GYRE in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:38.124548] [INFO ] [sig       ] [1477/3546] Forecasting H...
[2025-12-29T20:23:38.124596] [INFO ] [sig       ] Generating forecast for: H
[2025-12-29T20:23:38.124629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-29T20:23:38.135712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-29T20:23:38.136014] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-29T20:23:38.136848] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-29T20:23:38.136901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:38.136933] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:38.136959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:38.137017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:38.195455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:38.196156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:38.196237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:38.196270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:38.325779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:38.325934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:38.325973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:38.326001] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:38.329599] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-29T20:23:38.329901] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-29T20:23:38.330025] [INFO ] [sig       ] H: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:38.472686] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/H.txt
[2025-12-29T20:23:38.472847] [INFO ] [sig       ] [1477/3546] Completed H in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:38.472898] [INFO ] [sig       ] [1478/3546] Forecasting HAE...
[2025-12-29T20:23:38.472928] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-29T20:23:38.472959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-29T20:23:38.485115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-29T20:23:38.485422] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-29T20:23:38.486223] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-29T20:23:38.486274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:38.486316] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:38.486343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:38.486401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:38.545940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:38.546765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:38.546849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:38.546881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:38.670540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:38.670756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:38.670798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:38.670827] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:38.674289] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-12-29T20:23:38.674567] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-29T20:23:38.674731] [INFO ] [sig       ] HAE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:38.815902] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HAE.txt
[2025-12-29T20:23:38.816034] [INFO ] [sig       ] [1478/3546] Completed HAE in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:38.816074] [INFO ] [sig       ] [1479/3546] Forecasting HAFC...
[2025-12-29T20:23:38.816113] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-29T20:23:38.816143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-29T20:23:38.827531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-29T20:23:38.827887] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-29T20:23:38.828681] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-29T20:23:38.828737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:38.828794] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:38.828825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:38.828883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:38.888396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:38.889185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:38.889265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:38.889297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:39.010277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:39.010433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:39.010472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:39.010499] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:39.013860] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-29T20:23:39.014139] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-29T20:23:39.014262] [INFO ] [sig       ] HAFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:39.154258] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HAFC.txt
[2025-12-29T20:23:39.154402] [INFO ] [sig       ] [1479/3546] Completed HAFC in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:39.154442] [INFO ] [sig       ] [1480/3546] Forecasting HAIN...
[2025-12-29T20:23:39.154471] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-29T20:23:39.154499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-29T20:23:39.166077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-29T20:23:39.166389] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-29T20:23:39.167197] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-29T20:23:39.167250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:39.167283] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:39.167310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:39.167368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:39.227006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:39.227918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:39.228000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:39.228032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:39.346650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:39.346801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:39.346840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:39.346868] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:39.350201] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=66.56%)
[2025-12-29T20:23:39.350467] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-29T20:23:39.350607] [INFO ] [sig       ] HAIN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:39.493619] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HAIN.txt
[2025-12-29T20:23:39.493785] [INFO ] [sig       ] [1480/3546] Completed HAIN in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:39.493827] [INFO ] [sig       ] [1481/3546] Forecasting HAL...
[2025-12-29T20:23:39.493856] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-29T20:23:39.493885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-29T20:23:39.505689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-29T20:23:39.506070] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-29T20:23:39.506889] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-29T20:23:39.506940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:39.506972] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:39.506999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:39.507057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:39.567201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:39.568116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:39.568212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:39.568245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:39.694247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:39.694412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:39.694452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:39.694480] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:39.697986] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-12-29T20:23:39.698281] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-29T20:23:39.698417] [INFO ] [sig       ] HAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:39.840758] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HAL.txt
[2025-12-29T20:23:39.840911] [INFO ] [sig       ] [1481/3546] Completed HAL in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:39.840979] [INFO ] [sig       ] [1482/3546] Forecasting HALO...
[2025-12-29T20:23:39.841017] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-29T20:23:39.841047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-29T20:23:39.852053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-29T20:23:39.852392] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-29T20:23:39.853199] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-29T20:23:39.853251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:39.853282] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:39.853309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:39.853368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:39.910762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:39.911624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:39.911710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:39.911746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:40.034209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:40.034366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:40.034406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:40.034435] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:40.037932] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-29T20:23:40.038215] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-29T20:23:40.038350] [INFO ] [sig       ] HALO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:40.189074] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HALO.txt
[2025-12-29T20:23:40.189238] [INFO ] [sig       ] [1482/3546] Completed HALO in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:40.189279] [INFO ] [sig       ] [1483/3546] Forecasting HAS...
[2025-12-29T20:23:40.189310] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-29T20:23:40.189339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-29T20:23:40.201590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-29T20:23:40.201966] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-29T20:23:40.202840] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-29T20:23:40.202896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:40.202928] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:40.202955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:40.203012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:40.266036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:40.266917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:40.267000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:40.267032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:40.390797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:40.390950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:40.390988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:40.391016] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:40.394421] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=11.56%)
[2025-12-29T20:23:40.394721] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-29T20:23:40.394852] [INFO ] [sig       ] HAS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:40.537264] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HAS.txt
[2025-12-29T20:23:40.537395] [INFO ] [sig       ] [1483/3546] Completed HAS in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:40.537433] [INFO ] [sig       ] [1484/3546] Forecasting HASI...
[2025-12-29T20:23:40.537463] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-29T20:23:40.537491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-29T20:23:40.548991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-29T20:23:40.549305] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-29T20:23:40.550273] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-29T20:23:40.550326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:40.550358] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:40.550386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:40.550445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:40.608986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:40.609686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:40.609780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:40.609821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:40.735728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:40.735880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:40.735926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:40.735954] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:40.739372] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=35.26%)
[2025-12-29T20:23:40.739698] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-29T20:23:40.739851] [INFO ] [sig       ] HASI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:40.881390] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HASI.txt
[2025-12-29T20:23:40.881553] [INFO ] [sig       ] [1484/3546] Completed HASI in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:40.881619] [INFO ] [sig       ] [1485/3546] Forecasting HBAN...
[2025-12-29T20:23:40.881650] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-29T20:23:40.881680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-29T20:23:40.894104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-29T20:23:40.894518] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-29T20:23:40.895701] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-29T20:23:40.895759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:40.895791] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:40.895848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:40.896105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:40.960203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:40.961084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:40.961174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:40.961206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:41.084889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:41.085046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:41.085086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:41.085161] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:41.088603] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-29T20:23:41.088935] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-29T20:23:41.089067] [INFO ] [sig       ] HBAN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:41.230553] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HBAN.txt
[2025-12-29T20:23:41.230714] [INFO ] [sig       ] [1485/3546] Completed HBAN in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:41.230755] [INFO ] [sig       ] [1486/3546] Forecasting HBANL...
[2025-12-29T20:23:41.230787] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-29T20:23:41.230817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-29T20:23:41.242711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-29T20:23:41.243080] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-29T20:23:41.243959] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-29T20:23:41.244013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:41.244045] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:41.244074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:41.244133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:41.302028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:41.302795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:41.302879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:41.302914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:41.419598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:41.419751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:41.419792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:41.419824] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:41.423280] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-29T20:23:41.423600] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-29T20:23:41.423732] [INFO ] [sig       ] HBANL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:41.567064] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HBANL.txt
[2025-12-29T20:23:41.567204] [INFO ] [sig       ] [1486/3546] Completed HBANL in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-29T20:23:41.567246] [INFO ] [sig       ] [1487/3546] Forecasting HBANP...
[2025-12-29T20:23:41.567276] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-29T20:23:41.567306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-29T20:23:41.578627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-29T20:23:41.578936] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-29T20:23:41.579752] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-29T20:23:41.579817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:41.579856] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:41.579892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:41.579958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:41.637570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:41.638209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:41.638285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:41.638329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:41.754822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:41.754975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:41.755015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:41.755043] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:41.758399] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-29T20:23:41.758703] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-29T20:23:41.758856] [INFO ] [sig       ] HBANP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:41.903908] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HBANP.txt
[2025-12-29T20:23:41.904037] [INFO ] [sig       ] [1487/3546] Completed HBANP in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-29T20:23:41.904077] [INFO ] [sig       ] [1488/3546] Forecasting HBB...
[2025-12-29T20:23:41.904106] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-29T20:23:41.904136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-29T20:23:41.915987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-29T20:23:41.916291] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-29T20:23:41.917083] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-29T20:23:41.917145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:41.917197] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:41.917235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:41.917305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:41.974740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:41.975355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:41.975434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:41.975467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:42.090063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:42.090221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:42.090287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:42.090320] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:42.093837] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-29T20:23:42.094111] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-29T20:23:42.094241] [INFO ] [sig       ] HBB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:42.235227] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HBB.txt
[2025-12-29T20:23:42.235357] [INFO ] [sig       ] [1488/3546] Completed HBB in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-29T20:23:42.235394] [INFO ] [sig       ] [1489/3546] Forecasting HBCP...
[2025-12-29T20:23:42.235422] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-29T20:23:42.235452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-29T20:23:42.247233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-29T20:23:42.247523] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-29T20:23:42.248307] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-29T20:23:42.248359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:42.248390] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:42.248438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:42.248497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:42.305919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:42.306569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:42.306666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:42.306699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:42.426745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:42.426908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:42.426959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:42.426994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:42.430313] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-29T20:23:42.430602] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-29T20:23:42.430729] [INFO ] [sig       ] HBCP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:42.573885] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HBCP.txt
[2025-12-29T20:23:42.574046] [INFO ] [sig       ] [1489/3546] Completed HBCP in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-29T20:23:42.574086] [INFO ] [sig       ] [1490/3546] Forecasting HBM...
[2025-12-29T20:23:42.574115] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-29T20:23:42.574145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-29T20:23:42.585922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-29T20:23:42.586307] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-29T20:23:42.587131] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-29T20:23:42.587183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:42.587215] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:42.587241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:42.587299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:42.644725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:42.645521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:42.645619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:42.645653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:42.777770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:42.777925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:42.777963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:42.777991] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:42.781420] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=65.60%)
[2025-12-29T20:23:42.781716] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-29T20:23:42.781848] [INFO ] [sig       ] HBM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:42.932624] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HBM.txt
[2025-12-29T20:23:42.932793] [INFO ] [sig       ] [1490/3546] Completed HBM in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-29T20:23:42.932844] [INFO ] [sig       ] [1491/3546] Forecasting HBNC...
[2025-12-29T20:23:42.932880] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-29T20:23:42.932922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-29T20:23:42.944397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-29T20:23:42.944734] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-29T20:23:42.945725] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-29T20:23:42.945780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:42.945811] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:42.945837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:42.945894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:43.003987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:43.004717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:43.004798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:43.004833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:43.124585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:43.124738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:43.124785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:43.124819] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:43.128186] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-29T20:23:43.128484] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-29T20:23:43.128636] [INFO ] [sig       ] HBNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:43.268176] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HBNC.txt
[2025-12-29T20:23:43.268308] [INFO ] [sig       ] [1491/3546] Completed HBNC in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:43.268348] [INFO ] [sig       ] [1492/3546] Forecasting HCA...
[2025-12-29T20:23:43.268377] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-29T20:23:43.268406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-29T20:23:43.279720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-29T20:23:43.280037] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-29T20:23:43.280916] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-29T20:23:43.280971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:43.281003] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:43.281031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:43.281090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:43.340425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:43.341299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:43.341383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:43.341416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:43.464015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:43.464163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:43.464203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:43.464231] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:43.467607] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=28.92%)
[2025-12-29T20:23:43.467880] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-29T20:23:43.468009] [INFO ] [sig       ] HCA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:43.608651] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HCA.txt
[2025-12-29T20:23:43.608842] [INFO ] [sig       ] [1492/3546] Completed HCA in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:43.608887] [INFO ] [sig       ] [1493/3546] Forecasting HCC...
[2025-12-29T20:23:43.608917] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-29T20:23:43.608954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-29T20:23:43.621394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-29T20:23:43.621713] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-29T20:23:43.622485] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-29T20:23:43.622536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:43.622567] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:43.622616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:43.622675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:43.681468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:43.682317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:43.682399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:43.682431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:43.809071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:43.809225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:43.809266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:43.809294] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:43.812672] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-12-29T20:23:43.812973] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-29T20:23:43.813098] [INFO ] [sig       ] HCC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:43.954496] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HCC.txt
[2025-12-29T20:23:43.954666] [INFO ] [sig       ] [1493/3546] Completed HCC in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:43.954706] [INFO ] [sig       ] [1494/3546] Forecasting HCI...
[2025-12-29T20:23:43.954735] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-29T20:23:43.954764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-29T20:23:43.967598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-29T20:23:43.968002] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-29T20:23:43.968873] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-29T20:23:43.968933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:43.968968] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:43.968998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:43.969065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:44.027858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:44.028730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:44.028841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:44.028881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:44.149230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:44.149399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:44.149437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:44.149465] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:44.152914] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=59.41%)
[2025-12-29T20:23:44.153240] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-29T20:23:44.153375] [INFO ] [sig       ] HCI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:44.305279] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HCI.txt
[2025-12-29T20:23:44.305438] [INFO ] [sig       ] [1494/3546] Completed HCI in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:44.305478] [INFO ] [sig       ] [1495/3546] Forecasting HCM...
[2025-12-29T20:23:44.305509] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-29T20:23:44.305538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-29T20:23:44.316767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-29T20:23:44.317042] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-29T20:23:44.317848] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-29T20:23:44.317900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:44.317930] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:44.317957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:44.318013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:44.375424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:44.376302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:44.376414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:44.376447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:44.498517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:44.498690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:44.498730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:44.498780] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:44.502265] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=55.48%)
[2025-12-29T20:23:44.502538] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-29T20:23:44.502694] [INFO ] [sig       ] HCM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:44.644597] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HCM.txt
[2025-12-29T20:23:44.644756] [INFO ] [sig       ] [1495/3546] Completed HCM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:44.644796] [INFO ] [sig       ] [1496/3546] Forecasting HCSG...
[2025-12-29T20:23:44.644826] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-29T20:23:44.644858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-29T20:23:44.657223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-29T20:23:44.657586] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-29T20:23:44.658367] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-29T20:23:44.658418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:44.658449] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:44.658475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:44.658531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:44.718462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:44.719625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:44.719734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:44.719772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:44.853099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:44.853257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:44.853299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:44.853329] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:44.856827] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-29T20:23:44.857124] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-29T20:23:44.857253] [INFO ] [sig       ] HCSG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:45.002058] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HCSG.txt
[2025-12-29T20:23:45.002217] [INFO ] [sig       ] [1496/3546] Completed HCSG in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:45.002257] [INFO ] [sig       ] [1497/3546] Forecasting HCTI...
[2025-12-29T20:23:45.002287] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-29T20:23:45.002317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-29T20:23:45.013367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-29T20:23:45.013661] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-29T20:23:45.014426] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-29T20:23:45.014479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:45.014510] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:45.014536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:45.014611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:45.074462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:45.075167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:45.075248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:45.075282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:45.193107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:45.193262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:45.193300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:45.193328] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:45.196681] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-29T20:23:45.196948] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-29T20:23:45.197070] [INFO ] [sig       ] HCTI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:45.341124] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HCTI.txt
[2025-12-29T20:23:45.341255] [INFO ] [sig       ] [1497/3546] Completed HCTI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:45.341295] [INFO ] [sig       ] [1498/3546] Forecasting HD...
[2025-12-29T20:23:45.341324] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-29T20:23:45.341353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-29T20:23:45.352912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-29T20:23:45.353188] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-29T20:23:45.354019] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-29T20:23:45.354073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:45.354106] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:45.354136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:45.354196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:45.414483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:45.415370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:45.415452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:45.415486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:45.535340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:45.535512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:45.535553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:45.535602] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:45.539045] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=64.50%)
[2025-12-29T20:23:45.539318] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-29T20:23:45.539447] [INFO ] [sig       ] HD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:45.680012] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HD.txt
[2025-12-29T20:23:45.680180] [INFO ] [sig       ] [1498/3546] Completed HD in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:45.680222] [INFO ] [sig       ] [1499/3546] Forecasting HDB...
[2025-12-29T20:23:45.680254] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-29T20:23:45.680284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-29T20:23:45.691552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-29T20:23:45.691851] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-29T20:23:45.692637] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-29T20:23:45.692690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:45.692723] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:45.692750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:45.692815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:45.751048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:45.751941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:45.752038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:45.752073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:45.878785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:45.878952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:45.878993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:45.879024] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:45.883012] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-29T20:23:45.883380] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-29T20:23:45.883523] [INFO ] [sig       ] HDB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:46.026101] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HDB.txt
[2025-12-29T20:23:46.026246] [INFO ] [sig       ] [1499/3546] Completed HDB in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:46.026286] [INFO ] [sig       ] [1500/3546] Forecasting HDSN...
[2025-12-29T20:23:46.026318] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-29T20:23:46.026351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-29T20:23:46.037529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-29T20:23:46.037834] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-29T20:23:46.038637] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-29T20:23:46.038691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:46.038724] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:46.038753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:46.038833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:46.098517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:46.099480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:46.099598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:46.099645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:46.216509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:46.216678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:46.216718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:46.216747] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:46.220227] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-12-29T20:23:46.220518] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-29T20:23:46.220666] [INFO ] [sig       ] HDSN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:46.362955] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HDSN.txt
[2025-12-29T20:23:46.363114] [INFO ] [sig       ] [1500/3546] Completed HDSN in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:46.363154] [INFO ] [sig       ] [1501/3546] Forecasting HE...
[2025-12-29T20:23:46.363184] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-29T20:23:46.363216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-29T20:23:46.374890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-29T20:23:46.375209] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-29T20:23:46.376016] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-29T20:23:46.376068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:46.376101] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:46.376128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:46.376187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:46.434681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:46.435561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:46.435673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:46.435706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:46.559616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:46.559765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:46.559806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:46.559837] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:46.563290] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-29T20:23:46.563564] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-29T20:23:46.563711] [INFO ] [sig       ] HE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:46.703344] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HE.txt
[2025-12-29T20:23:46.703483] [INFO ] [sig       ] [1501/3546] Completed HE in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:46.703521] [INFO ] [sig       ] [1502/3546] Forecasting HEI...
[2025-12-29T20:23:46.703555] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-29T20:23:46.703606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-29T20:23:46.715003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-29T20:23:46.715287] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-29T20:23:46.716094] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-29T20:23:46.716145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:46.716212] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:46.716242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:46.716299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:46.774710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:46.775458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:46.775541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:46.775591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:46.900377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:46.900536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:46.900616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:46.900654] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:46.904037] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-29T20:23:46.904306] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-29T20:23:46.904429] [INFO ] [sig       ] HEI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:47.046202] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HEI.txt
[2025-12-29T20:23:47.046337] [INFO ] [sig       ] [1502/3546] Completed HEI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:47.046376] [INFO ] [sig       ] [1503/3546] Forecasting HELE...
[2025-12-29T20:23:47.046405] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-29T20:23:47.046434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-29T20:23:47.057443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-29T20:23:47.057758] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-29T20:23:47.058535] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-29T20:23:47.058604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:47.058636] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:47.058662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:47.058719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:47.118219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:47.119094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:47.119178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:47.119211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:47.241766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:47.241915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:47.241956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:47.241984] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:47.245400] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-29T20:23:47.245707] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-29T20:23:47.245837] [INFO ] [sig       ] HELE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:47.387436] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HELE.txt
[2025-12-29T20:23:47.387564] [INFO ] [sig       ] [1503/3546] Completed HELE in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-29T20:23:47.387620] [INFO ] [sig       ] [1504/3546] Forecasting HEPS...
[2025-12-29T20:23:47.387650] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-29T20:23:47.387679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-29T20:23:47.398970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-29T20:23:47.399301] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-29T20:23:47.400116] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-29T20:23:47.400169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:47.400203] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:47.400231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:47.400290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:47.459484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:47.460440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:47.460525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:47.460559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:47.581848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:47.582003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:47.582044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:47.582073] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:47.585432] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-29T20:23:47.585724] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-29T20:23:47.585852] [INFO ] [sig       ] HEPS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:47.730044] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HEPS.txt
[2025-12-29T20:23:47.730177] [INFO ] [sig       ] [1504/3546] Completed HEPS in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-29T20:23:47.730236] [INFO ] [sig       ] [1505/3546] Forecasting HEQ...
[2025-12-29T20:23:47.730266] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-29T20:23:47.730296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-29T20:23:47.741971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-29T20:23:47.742303] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-29T20:23:47.743251] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-29T20:23:47.743302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:47.743333] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:47.743359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:47.743415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:47.803966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:47.804695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:47.804776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:47.804809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:47.926364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:47.926553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:47.926609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:47.926670] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:47.930419] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-29T20:23:47.930718] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-29T20:23:47.930846] [INFO ] [sig       ] HEQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:48.075409] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HEQ.txt
[2025-12-29T20:23:48.075586] [INFO ] [sig       ] [1505/3546] Completed HEQ in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-29T20:23:48.075635] [INFO ] [sig       ] [1506/3546] Forecasting HERO...
[2025-12-29T20:23:48.075665] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-29T20:23:48.075695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-29T20:23:48.088108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-29T20:23:48.088501] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-29T20:23:48.089615] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-29T20:23:48.089670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:48.089702] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:48.089730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:48.089789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:48.155711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:48.156823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:48.156913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:48.156953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:48.288138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:48.288290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:48.288328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:48.288356] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:48.291827] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-29T20:23:48.292105] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-29T20:23:48.292231] [INFO ] [sig       ] HERO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:48.434537] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HERO.txt
[2025-12-29T20:23:48.434713] [INFO ] [sig       ] [1506/3546] Completed HERO in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-29T20:23:48.434753] [INFO ] [sig       ] [1507/3546] Forecasting HESM...
[2025-12-29T20:23:48.434782] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-29T20:23:48.434811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-29T20:23:48.446364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-29T20:23:48.446761] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-29T20:23:48.447613] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-29T20:23:48.447669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:48.447700] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:48.447726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:48.447785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:48.507084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:48.507955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:48.508038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:48.508071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:48.635645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:48.635799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:48.635838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:48.635867] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:48.639268] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-12-29T20:23:48.639555] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-29T20:23:48.639727] [INFO ] [sig       ] HESM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:48.780451] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HESM.txt
[2025-12-29T20:23:48.780627] [INFO ] [sig       ] [1507/3546] Completed HESM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-29T20:23:48.780669] [INFO ] [sig       ] [1508/3546] Forecasting HFFG...
[2025-12-29T20:23:48.780699] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-29T20:23:48.780728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-29T20:23:48.793148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-29T20:23:48.793549] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-29T20:23:48.794434] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-29T20:23:48.794488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:48.794520] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:48.794548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:48.794624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:48.853134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:48.854004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:48.854093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:48.854127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:48.973378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:48.973535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:48.973592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:48.973624] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:48.976929] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-29T20:23:48.977201] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-29T20:23:48.977330] [INFO ] [sig       ] HFFG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:49.120238] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HFFG.txt
[2025-12-29T20:23:49.120398] [INFO ] [sig       ] [1508/3546] Completed HFFG in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-29T20:23:49.120441] [INFO ] [sig       ] [1509/3546] Forecasting HFRO...
[2025-12-29T20:23:49.120470] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-29T20:23:49.120499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-29T20:23:49.131643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-29T20:23:49.132011] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-29T20:23:49.132823] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-29T20:23:49.132879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:49.132911] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:49.132938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:49.132996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:49.195122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:49.196018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:49.196113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:49.196151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:49.318531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:49.318708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:49.318748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:49.318826] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:49.322309] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-29T20:23:49.322622] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-29T20:23:49.322762] [INFO ] [sig       ] HFRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:49.464753] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HFRO.txt
[2025-12-29T20:23:49.464911] [INFO ] [sig       ] [1509/3546] Completed HFRO in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:49.464952] [INFO ] [sig       ] [1510/3546] Forecasting HFWA...
[2025-12-29T20:23:49.464986] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-29T20:23:49.465015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-29T20:23:49.476754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-29T20:23:49.477182] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-29T20:23:49.478078] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-29T20:23:49.478133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:49.478166] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:49.478193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:49.478253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:49.536958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:49.537846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:49.537933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:49.537966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:49.659515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:49.659710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:49.659771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:49.659809] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:49.663299] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-12-29T20:23:49.663622] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-29T20:23:49.663758] [INFO ] [sig       ] HFWA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:49.805671] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HFWA.txt
[2025-12-29T20:23:49.805827] [INFO ] [sig       ] [1510/3546] Completed HFWA in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:49.805867] [INFO ] [sig       ] [1511/3546] Forecasting HG...
[2025-12-29T20:23:49.805896] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-29T20:23:49.805925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-29T20:23:49.817878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-29T20:23:49.818230] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-29T20:23:49.819057] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-29T20:23:49.819110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:49.819140] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:49.819166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:49.819223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:49.877660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:49.878454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:49.878553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:49.878606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:50.001432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:50.001621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:50.001663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:50.001694] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:50.006172] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-29T20:23:50.006690] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-29T20:23:50.006893] [INFO ] [sig       ] HG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:50.150287] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HG.txt
[2025-12-29T20:23:50.150428] [INFO ] [sig       ] [1511/3546] Completed HG in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:50.150468] [INFO ] [sig       ] [1512/3546] Forecasting HGBL...
[2025-12-29T20:23:50.150497] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-29T20:23:50.150525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-29T20:23:50.162906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-29T20:23:50.163271] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-29T20:23:50.164126] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-29T20:23:50.164179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:50.164210] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:50.164238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:50.164295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:50.224344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:50.225261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:50.225390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:50.225426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:50.343264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:50.343422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:50.343464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:50.343494] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:50.346884] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-12-29T20:23:50.347159] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-29T20:23:50.347285] [INFO ] [sig       ] HGBL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:50.489732] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HGBL.txt
[2025-12-29T20:23:50.489895] [INFO ] [sig       ] [1512/3546] Completed HGBL in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:50.489935] [INFO ] [sig       ] [1513/3546] Forecasting HGLB...
[2025-12-29T20:23:50.489965] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-29T20:23:50.489999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-29T20:23:50.501219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-29T20:23:50.501602] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-29T20:23:50.502396] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-29T20:23:50.502448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:50.502479] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:50.502517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:50.502596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:50.559664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:50.560533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:50.560635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:50.560669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:50.682020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:50.682178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:50.682219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:50.682247] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:50.685650] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-29T20:23:50.685977] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-29T20:23:50.686114] [INFO ] [sig       ] HGLB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:50.826547] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HGLB.txt
[2025-12-29T20:23:50.826727] [INFO ] [sig       ] [1513/3546] Completed HGLB in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:50.826768] [INFO ] [sig       ] [1514/3546] Forecasting HGTY...
[2025-12-29T20:23:50.826796] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-29T20:23:50.826824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-29T20:23:50.838122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-29T20:23:50.838472] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-29T20:23:50.839293] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-29T20:23:50.839345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:50.839376] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:50.839402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:50.839464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:50.897128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:50.897987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:50.898067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:50.898099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:51.017303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:51.017467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:51.017505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:51.017534] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:51.021011] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=53.09%)
[2025-12-29T20:23:51.021321] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-29T20:23:51.021451] [INFO ] [sig       ] HGTY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:51.162873] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HGTY.txt
[2025-12-29T20:23:51.163027] [INFO ] [sig       ] [1514/3546] Completed HGTY in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:51.163068] [INFO ] [sig       ] [1515/3546] Forecasting HHH...
[2025-12-29T20:23:51.163097] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-29T20:23:51.163126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-29T20:23:51.174920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-29T20:23:51.175201] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-29T20:23:51.176020] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-29T20:23:51.176074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:51.176107] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:51.176135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:51.176193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:51.233765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:51.234621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:51.234702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:51.234734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:51.353420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:51.353588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:51.353628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:51.353657] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:51.356958] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-29T20:23:51.357225] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-29T20:23:51.357349] [INFO ] [sig       ] HHH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:51.498332] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HHH.txt
[2025-12-29T20:23:51.498525] [INFO ] [sig       ] [1515/3546] Completed HHH in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:51.498587] [INFO ] [sig       ] [1516/3546] Forecasting HI...
[2025-12-29T20:23:51.498622] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-29T20:23:51.498654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-29T20:23:51.510046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-29T20:23:51.510423] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-29T20:23:51.511283] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-29T20:23:51.511337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:51.511370] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:51.511398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:51.511458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:51.569689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:51.570536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:51.570638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:51.570674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:51.692985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:51.693142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:51.693183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:51.693212] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:51.696674] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-29T20:23:51.696948] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-29T20:23:51.697072] [INFO ] [sig       ] HI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:51.839273] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HI.txt
[2025-12-29T20:23:51.839429] [INFO ] [sig       ] [1516/3546] Completed HI in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:51.839468] [INFO ] [sig       ] [1517/3546] Forecasting HIFS...
[2025-12-29T20:23:51.839498] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-29T20:23:51.839534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-29T20:23:51.851525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-29T20:23:51.851926] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-29T20:23:51.852938] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-29T20:23:51.852989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:51.853020] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:51.853047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:51.853104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:51.912916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:51.913788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:51.913871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:51.913902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:52.027906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:52.028069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:52.028109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:52.028137] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:52.031538] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-29T20:23:52.031855] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-29T20:23:52.031984] [INFO ] [sig       ] HIFS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:52.178139] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HIFS.txt
[2025-12-29T20:23:52.178311] [INFO ] [sig       ] [1517/3546] Completed HIFS in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:52.178351] [INFO ] [sig       ] [1518/3546] Forecasting HIG...
[2025-12-29T20:23:52.178384] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-29T20:23:52.178423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-29T20:23:52.190659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-29T20:23:52.191030] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-29T20:23:52.191896] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-29T20:23:52.191950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:52.191983] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:52.192014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:52.192076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:52.253683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:52.254532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:52.254635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:52.254669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:52.381200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:52.381372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:52.381415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:52.381448] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:52.384929] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-29T20:23:52.385219] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-29T20:23:52.385352] [INFO ] [sig       ] HIG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:52.536183] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HIG.txt
[2025-12-29T20:23:52.536346] [INFO ] [sig       ] [1518/3546] Completed HIG in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:52.536385] [INFO ] [sig       ] [1519/3546] Forecasting HII...
[2025-12-29T20:23:52.536414] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-29T20:23:52.536444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-29T20:23:52.548275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-29T20:23:52.548621] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-29T20:23:52.549459] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-29T20:23:52.549513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:52.549595] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:52.549628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:52.549688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:52.610375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:52.611356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:52.611452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:52.611491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:52.737750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:52.737901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:52.737947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:52.737976] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:52.741381] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2025-12-29T20:23:52.741703] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-29T20:23:52.741838] [INFO ] [sig       ] HII: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:52.887159] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HII.txt
[2025-12-29T20:23:52.887313] [INFO ] [sig       ] [1519/3546] Completed HII in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:52.887353] [INFO ] [sig       ] [1520/3546] Forecasting HIMS...
[2025-12-29T20:23:52.887382] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-29T20:23:52.887412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-29T20:23:52.899394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-29T20:23:52.899704] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-29T20:23:52.900494] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-29T20:23:52.900547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:52.900599] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:52.900629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:52.900693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:52.959636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:52.960491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:52.960598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:52.960634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:53.079850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:53.080003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:53.080044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:53.080073] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:53.083481] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=51.57%)
[2025-12-29T20:23:53.083790] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-29T20:23:53.083922] [INFO ] [sig       ] HIMS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:53.226113] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HIMS.txt
[2025-12-29T20:23:53.226275] [INFO ] [sig       ] [1520/3546] Completed HIMS in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-29T20:23:53.226315] [INFO ] [sig       ] [1521/3546] Forecasting HIMX...
[2025-12-29T20:23:53.226343] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-29T20:23:53.226372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-29T20:23:53.238117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-29T20:23:53.238452] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-29T20:23:53.239299] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-29T20:23:53.239352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:53.239384] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:53.239410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:53.239466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:53.298344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:53.299149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:53.299234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:53.299268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:53.422180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:53.422334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:53.422374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:53.422414] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:53.425905] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-12-29T20:23:53.426185] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-29T20:23:53.426313] [INFO ] [sig       ] HIMX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:53.567995] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HIMX.txt
[2025-12-29T20:23:53.568133] [INFO ] [sig       ] [1521/3546] Completed HIMX in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-29T20:23:53.568171] [INFO ] [sig       ] [1522/3546] Forecasting HIO...
[2025-12-29T20:23:53.568199] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-29T20:23:53.568232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-29T20:23:53.580186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-29T20:23:53.580533] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-29T20:23:53.581379] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-29T20:23:53.581432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:53.581465] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:53.581492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:53.581550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:53.640988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:53.641695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:53.641777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:53.641810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:53.766603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:53.766772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:53.766815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:53.766873] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:53.770348] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-29T20:23:53.770644] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-29T20:23:53.770773] [INFO ] [sig       ] HIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:53.912798] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HIO.txt
[2025-12-29T20:23:53.912947] [INFO ] [sig       ] [1522/3546] Completed HIO in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-29T20:23:53.912994] [INFO ] [sig       ] [1523/3546] Forecasting HIPO...
[2025-12-29T20:23:53.913023] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-29T20:23:53.913052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-29T20:23:53.925463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-29T20:23:53.925774] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-29T20:23:53.926595] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-29T20:23:53.926649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:53.926681] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:53.926708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:53.926767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:53.987938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:53.988866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:53.988956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:53.988996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:54.110516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:54.110687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:54.110730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:54.110759] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:54.114169] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=41.45%)
[2025-12-29T20:23:54.114447] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-29T20:23:54.114598] [INFO ] [sig       ] HIPO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:54.257938] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HIPO.txt
[2025-12-29T20:23:54.258072] [INFO ] [sig       ] [1523/3546] Completed HIPO in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-29T20:23:54.258111] [INFO ] [sig       ] [1524/3546] Forecasting HITI...
[2025-12-29T20:23:54.258140] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-29T20:23:54.258169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-29T20:23:54.269175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-29T20:23:54.269470] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-29T20:23:54.270266] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-29T20:23:54.270318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:54.270349] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:54.270375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:54.270433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:54.328212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:54.328994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:54.329073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:54.329106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:54.449533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:54.449700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:54.449739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:54.449769] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:54.453487] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-29T20:23:54.453782] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-29T20:23:54.453907] [INFO ] [sig       ] HITI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:54.600083] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HITI.txt
[2025-12-29T20:23:54.600212] [INFO ] [sig       ] [1524/3546] Completed HITI in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-29T20:23:54.600250] [INFO ] [sig       ] [1525/3546] Forecasting HIVE...
[2025-12-29T20:23:54.600280] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-29T20:23:54.600311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-29T20:23:54.611553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-29T20:23:54.611850] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-29T20:23:54.612865] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-29T20:23:54.612917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:54.612947] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:54.612973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:54.613029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:54.671612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:54.672234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:54.672312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:54.672344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:54.792073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:54.792238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:54.792278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:54.792306] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:54.795830] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-12-29T20:23:54.796180] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-29T20:23:54.796318] [INFO ] [sig       ] HIVE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:54.938290] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HIVE.txt
[2025-12-29T20:23:54.938426] [INFO ] [sig       ] [1525/3546] Completed HIVE in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-29T20:23:54.938465] [INFO ] [sig       ] [1526/3546] Forecasting HIX...
[2025-12-29T20:23:54.938492] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-29T20:23:54.938521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-29T20:23:54.949874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-29T20:23:54.950154] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-29T20:23:54.950964] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-29T20:23:54.951026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:54.951058] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:54.951085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:54.951143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:55.009559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:55.010199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:55.010279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:55.010311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:55.128934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:55.129092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:55.129131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:55.129161] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:55.133358] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=63.18%)
[2025-12-29T20:23:55.133733] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-29T20:23:55.133873] [INFO ] [sig       ] HIX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:55.280137] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HIX.txt
[2025-12-29T20:23:55.280465] [INFO ] [sig       ] [1526/3546] Completed HIX in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:55.280530] [INFO ] [sig       ] [1527/3546] Forecasting HL...
[2025-12-29T20:23:55.280563] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-29T20:23:55.280612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-29T20:23:55.291705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-29T20:23:55.291986] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-29T20:23:55.292818] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-29T20:23:55.292879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:55.292914] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:55.292942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:55.293001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:55.353451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:55.354167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:55.354248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:55.354282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:55.475593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:55.475721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:55.475759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:55.475788] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:55.479158] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-29T20:23:55.479430] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-29T20:23:55.479557] [INFO ] [sig       ] HL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:55.620824] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HL.txt
[2025-12-29T20:23:55.620942] [INFO ] [sig       ] [1527/3546] Completed HL in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:55.620981] [INFO ] [sig       ] [1528/3546] Forecasting HLAL...
[2025-12-29T20:23:55.621009] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-29T20:23:55.621039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-29T20:23:55.633804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-29T20:23:55.634128] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-29T20:23:55.634992] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-29T20:23:55.635046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:55.635079] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:55.635107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:55.635168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:55.692849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:55.693838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:55.693941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:55.693975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:55.817845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:55.817995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:55.818035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:55.818063] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:55.821385] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-29T20:23:55.821670] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-29T20:23:55.821795] [INFO ] [sig       ] HLAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:55.971245] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLAL.txt
[2025-12-29T20:23:55.971405] [INFO ] [sig       ] [1528/3546] Completed HLAL in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:55.971443] [INFO ] [sig       ] [1529/3546] Forecasting HLF...
[2025-12-29T20:23:55.971473] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-29T20:23:55.971503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-29T20:23:55.982795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-29T20:23:55.983079] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-29T20:23:55.983939] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-29T20:23:55.983991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:55.984023] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:55.984051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:55.984109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:56.041176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:56.042063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:56.042204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:56.042239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:56.162361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:56.162516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:56.162556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:56.162603] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:56.165948] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-29T20:23:56.166214] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-29T20:23:56.166335] [INFO ] [sig       ] HLF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:56.306977] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLF.txt
[2025-12-29T20:23:56.307139] [INFO ] [sig       ] [1529/3546] Completed HLF in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:56.307189] [INFO ] [sig       ] [1530/3546] Forecasting HLI...
[2025-12-29T20:23:56.307219] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-29T20:23:56.307249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-29T20:23:56.318611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-29T20:23:56.318995] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-29T20:23:56.319794] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-29T20:23:56.319846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:56.319877] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:56.319903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:56.319961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:56.376639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:56.377493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:56.377596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:56.377631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:56.491501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:56.491678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:56.491720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:56.491750] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:56.495205] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=37.05%)
[2025-12-29T20:23:56.495512] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-29T20:23:56.495669] [INFO ] [sig       ] HLI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:56.643205] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLI.txt
[2025-12-29T20:23:56.643363] [INFO ] [sig       ] [1530/3546] Completed HLI in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:56.643404] [INFO ] [sig       ] [1531/3546] Forecasting HLIO...
[2025-12-29T20:23:56.643433] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-29T20:23:56.643462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-29T20:23:56.659248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-29T20:23:56.659727] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-29T20:23:56.660925] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-29T20:23:56.660994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:56.661037] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:56.661072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:56.661150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:56.735625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:56.736495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:56.736598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:56.736634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:56.862914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:56.863069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:56.863109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:56.863142] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:56.866564] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-29T20:23:56.866893] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-29T20:23:56.867046] [INFO ] [sig       ] HLIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:57.007983] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLIO.txt
[2025-12-29T20:23:57.008133] [INFO ] [sig       ] [1531/3546] Completed HLIO in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:57.008171] [INFO ] [sig       ] [1532/3546] Forecasting HLLY...
[2025-12-29T20:23:57.008202] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-29T20:23:57.008230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-29T20:23:57.019464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-29T20:23:57.019848] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-29T20:23:57.020670] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-29T20:23:57.020723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:57.020754] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:57.020780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:57.020836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:57.077468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:57.078312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:57.078393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:57.078426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:57.199774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:57.199950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:57.199991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:57.200019] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:57.203998] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2025-12-29T20:23:57.204303] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-29T20:23:57.204644] [INFO ] [sig       ] HLLY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:57.353870] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLLY.txt
[2025-12-29T20:23:57.354057] [INFO ] [sig       ] [1532/3546] Completed HLLY in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:57.354096] [INFO ] [sig       ] [1533/3546] Forecasting HLMN...
[2025-12-29T20:23:57.354125] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-29T20:23:57.354156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-29T20:23:57.366214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-29T20:23:57.366507] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-29T20:23:57.367295] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-29T20:23:57.367346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:57.367377] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:57.367402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:57.367458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:57.426742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:57.427608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:57.427691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:57.427724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:57.547401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:57.547556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:57.547674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:57.547720] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:57.551179] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-29T20:23:57.551455] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-29T20:23:57.551623] [INFO ] [sig       ] HLMN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:57.694711] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLMN.txt
[2025-12-29T20:23:57.694883] [INFO ] [sig       ] [1533/3546] Completed HLMN in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:57.694950] [INFO ] [sig       ] [1534/3546] Forecasting HLN...
[2025-12-29T20:23:57.694991] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-29T20:23:57.695036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-29T20:23:57.706980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-29T20:23:57.707262] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-29T20:23:57.708067] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-29T20:23:57.708119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:57.708156] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:57.708183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:57.708242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:57.770059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:57.770959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:57.771040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:57.771073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:57.890158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:57.890333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:57.890386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:57.890426] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:57.895314] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-29T20:23:57.895775] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-29T20:23:57.895969] [INFO ] [sig       ] HLN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:58.035216] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLN.txt
[2025-12-29T20:23:58.035350] [INFO ] [sig       ] [1534/3546] Completed HLN in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:58.035389] [INFO ] [sig       ] [1535/3546] Forecasting HLNE...
[2025-12-29T20:23:58.035417] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-29T20:23:58.035445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-29T20:23:58.047119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-29T20:23:58.047401] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-29T20:23:58.048189] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-29T20:23:58.048242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:58.048274] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:58.048300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:58.048356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:58.104641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:58.105276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:58.105357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:58.105391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:58.225405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:58.225591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:58.225642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:58.225672] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:58.229451] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-12-29T20:23:58.229780] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-29T20:23:58.229922] [INFO ] [sig       ] HLNE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:58.369560] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLNE.txt
[2025-12-29T20:23:58.369704] [INFO ] [sig       ] [1535/3546] Completed HLNE in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:58.369741] [INFO ] [sig       ] [1536/3546] Forecasting HLX...
[2025-12-29T20:23:58.369769] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-29T20:23:58.369799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-29T20:23:58.381709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-29T20:23:58.381984] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-29T20:23:58.382797] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-29T20:23:58.382849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:58.382911] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:58.382939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:58.382997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:58.439624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:58.440477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:58.440559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:58.440610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:58.555208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:58.555355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:58.555395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:58.555423] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:58.558839] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-29T20:23:58.559124] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-29T20:23:58.559255] [INFO ] [sig       ] HLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:58.699823] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HLX.txt
[2025-12-29T20:23:58.699959] [INFO ] [sig       ] [1536/3546] Completed HLX in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-29T20:23:58.699997] [INFO ] [sig       ] [1537/3546] Forecasting HMC...
[2025-12-29T20:23:58.700026] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-29T20:23:58.700054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-29T20:23:58.711640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-29T20:23:58.711953] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-29T20:23:58.712728] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-29T20:23:58.712781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:58.712822] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:58.712850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:58.712907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:58.769276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:58.770116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:58.770197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:58.770228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:58.888745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:58.888910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:58.888949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:58.888978] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:58.892299] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-12-29T20:23:58.892570] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-29T20:23:58.892716] [INFO ] [sig       ] HMC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:59.030777] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HMC.txt
[2025-12-29T20:23:59.030910] [INFO ] [sig       ] [1537/3546] Completed HMC in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-29T20:23:59.030949] [INFO ] [sig       ] [1538/3546] Forecasting HMN...
[2025-12-29T20:23:59.030978] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-29T20:23:59.031007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-29T20:23:59.042721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-29T20:23:59.043104] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-29T20:23:59.044056] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-29T20:23:59.044111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:59.044144] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:59.044175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:59.044235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:59.105998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:59.107117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:59.107226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:59.107281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:59.238828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:59.238983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:59.239020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:59.239047] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:59.242372] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-29T20:23:59.242664] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-29T20:23:59.242787] [INFO ] [sig       ] HMN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:23:59.396082] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HMN.txt
[2025-12-29T20:23:59.396218] [INFO ] [sig       ] [1538/3546] Completed HMN in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-29T20:23:59.396256] [INFO ] [sig       ] [1539/3546] Forecasting HMY...
[2025-12-29T20:23:59.396286] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-29T20:23:59.396316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-29T20:23:59.408053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-29T20:23:59.408336] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-29T20:23:59.409156] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-29T20:23:59.409209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:59.409239] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:59.409265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:59.409322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:59.467272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:59.468159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:59.468253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:59.468288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:59.596872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:59.597037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:59.597087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:59.597117] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:59.600769] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-29T20:23:59.601047] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-29T20:23:59.601173] [INFO ] [sig       ] HMY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:23:59.749816] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HMY.txt
[2025-12-29T20:23:59.749988] [INFO ] [sig       ] [1539/3546] Completed HMY in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-29T20:23:59.750037] [INFO ] [sig       ] [1540/3546] Forecasting HNDL...
[2025-12-29T20:23:59.750068] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-29T20:23:59.750100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-29T20:23:59.762172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-29T20:23:59.762484] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-29T20:23:59.763313] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-29T20:23:59.763366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:23:59.763399] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:23:59.763427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:23:59.763485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:23:59.824217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:23:59.825024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:23:59.825130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:23:59.825165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:23:59.946325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:23:59.946483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:23:59.946523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:23:59.946552] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:23:59.950058] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2025-12-29T20:23:59.950332] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-29T20:23:59.950469] [INFO ] [sig       ] HNDL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:00.092632] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HNDL.txt
[2025-12-29T20:24:00.092801] [INFO ] [sig       ] [1540/3546] Completed HNDL in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-29T20:24:00.092842] [INFO ] [sig       ] [1541/3546] Forecasting HNI...
[2025-12-29T20:24:00.092878] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-29T20:24:00.092909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-29T20:24:00.104367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-29T20:24:00.104746] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-29T20:24:00.105528] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-29T20:24:00.105603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:00.105637] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:00.105663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:00.105721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:00.162607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:00.163479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:00.163593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:00.163628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:00.283134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:00.283295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:00.283335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:00.283364] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:00.286802] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-29T20:24:00.287082] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-29T20:24:00.287212] [INFO ] [sig       ] HNI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:00.427540] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HNI.txt
[2025-12-29T20:24:00.427724] [INFO ] [sig       ] [1541/3546] Completed HNI in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-29T20:24:00.427765] [INFO ] [sig       ] [1542/3546] Forecasting HNRG...
[2025-12-29T20:24:00.427794] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-29T20:24:00.427824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-29T20:24:00.439336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-29T20:24:00.439695] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-29T20:24:00.440467] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-29T20:24:00.440521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:00.440552] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:00.440606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:00.440667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:00.497489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:00.498354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:00.498442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:00.498686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:00.617336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:00.617493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:00.617531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:00.617558] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:00.621315] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2025-12-29T20:24:00.621712] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-29T20:24:00.621866] [INFO ] [sig       ] HNRG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:00.772152] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HNRG.txt
[2025-12-29T20:24:00.772307] [INFO ] [sig       ] [1542/3546] Completed HNRG in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-29T20:24:00.772350] [INFO ] [sig       ] [1543/3546] Forecasting HOG...
[2025-12-29T20:24:00.772378] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-29T20:24:00.772408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-29T20:24:00.784843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-29T20:24:00.785196] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-29T20:24:00.786125] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-29T20:24:00.786179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:00.786214] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:00.786250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:00.786324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:00.847471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:00.848324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:00.848409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:00.848442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:00.976410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:00.976655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:00.976714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:00.976758] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:00.980751] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-29T20:24:00.981044] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-29T20:24:00.981213] [INFO ] [sig       ] HOG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:01.127783] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HOG.txt
[2025-12-29T20:24:01.127947] [INFO ] [sig       ] [1543/3546] Completed HOG in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-29T20:24:01.127996] [INFO ] [sig       ] [1544/3546] Forecasting HOLO...
[2025-12-29T20:24:01.128029] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-29T20:24:01.128059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-29T20:24:01.142249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-29T20:24:01.142674] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-29T20:24:01.143543] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-29T20:24:01.143615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:01.143647] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:01.143674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:01.143735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:01.207433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:01.208448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:01.208540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:01.208599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:01.335773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:01.335942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:01.335983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:01.336027] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:01.339899] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-29T20:24:01.340219] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-29T20:24:01.340384] [INFO ] [sig       ] HOLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:01.495125] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HOLO.txt
[2025-12-29T20:24:01.495317] [INFO ] [sig       ] [1544/3546] Completed HOLO in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:01.495380] [INFO ] [sig       ] [1545/3546] Forecasting HOLX...
[2025-12-29T20:24:01.495427] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-29T20:24:01.495461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-29T20:24:01.509762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-29T20:24:01.510222] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-29T20:24:01.511321] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-29T20:24:01.511386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:01.511421] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:01.511449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:01.511509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:01.570930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:01.571884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:01.571976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:01.572010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:01.697595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:01.697761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:01.697803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:01.697832] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:01.701506] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-29T20:24:01.701834] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-29T20:24:01.701973] [INFO ] [sig       ] HOLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:01.848456] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HOLX.txt
[2025-12-29T20:24:01.848620] [INFO ] [sig       ] [1545/3546] Completed HOLX in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:01.848664] [INFO ] [sig       ] [1546/3546] Forecasting HOMB...
[2025-12-29T20:24:01.848695] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-29T20:24:01.848726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-29T20:24:01.859823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-29T20:24:01.860110] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-29T20:24:01.860967] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-29T20:24:01.861021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:01.861053] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:01.861082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:01.861142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:01.918799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:01.919622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:01.919732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:01.919780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:02.041493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:02.041677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:02.041719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:02.041747] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:02.045889] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-29T20:24:02.046354] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-29T20:24:02.046533] [INFO ] [sig       ] HOMB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:02.186212] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HOMB.txt
[2025-12-29T20:24:02.186374] [INFO ] [sig       ] [1546/3546] Completed HOMB in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:02.186415] [INFO ] [sig       ] [1547/3546] Forecasting HON...
[2025-12-29T20:24:02.186445] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-29T20:24:02.186476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-29T20:24:02.198276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-29T20:24:02.198662] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-29T20:24:02.199494] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-29T20:24:02.199547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:02.199602] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:02.199631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:02.199688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:02.257750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:02.258615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:02.258698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:02.258730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:02.386073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:02.386236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:02.386280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:02.386310] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:02.389779] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-29T20:24:02.390062] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-29T20:24:02.390190] [INFO ] [sig       ] HON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:02.532472] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HON.txt
[2025-12-29T20:24:02.532629] [INFO ] [sig       ] [1547/3546] Completed HON in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:02.532672] [INFO ] [sig       ] [1548/3546] Forecasting HOOD...
[2025-12-29T20:24:02.532701] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-29T20:24:02.532731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-29T20:24:02.544520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-29T20:24:02.544849] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-29T20:24:02.545686] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-29T20:24:02.545740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:02.545772] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:02.545799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:02.545868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:02.603388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:02.604078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:02.604158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:02.604192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:02.726881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:02.727048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:02.727088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:02.727116] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:02.730595] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-29T20:24:02.730868] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-29T20:24:02.730992] [INFO ] [sig       ] HOOD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:02.877781] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HOOD.txt
[2025-12-29T20:24:02.877931] [INFO ] [sig       ] [1548/3546] Completed HOOD in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:02.877977] [INFO ] [sig       ] [1549/3546] Forecasting HOPE...
[2025-12-29T20:24:02.878005] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-29T20:24:02.878034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-29T20:24:02.890293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-29T20:24:02.890791] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-29T20:24:02.891610] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-29T20:24:02.891665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:02.891699] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:02.891728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:02.891787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:02.951839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:02.952487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:02.952568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:02.952621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:03.066720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:03.066867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:03.066905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:03.066936] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:03.070259] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-29T20:24:03.070530] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-29T20:24:03.070674] [INFO ] [sig       ] HOPE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:03.212228] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HOPE.txt
[2025-12-29T20:24:03.212387] [INFO ] [sig       ] [1549/3546] Completed HOPE in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:03.212428] [INFO ] [sig       ] [1550/3546] Forecasting HOTH...
[2025-12-29T20:24:03.212457] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-29T20:24:03.212486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-29T20:24:03.223903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-29T20:24:03.224198] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-29T20:24:03.225029] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-29T20:24:03.225083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:03.225116] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:03.225155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:03.225219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:03.284877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:03.285605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:03.285695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:03.285734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:03.405364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:03.405518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:03.405558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:03.405607] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:03.409207] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-29T20:24:03.409491] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-29T20:24:03.409642] [INFO ] [sig       ] HOTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:03.554916] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HOTH.txt
[2025-12-29T20:24:03.555047] [INFO ] [sig       ] [1550/3546] Completed HOTH in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:03.555087] [INFO ] [sig       ] [1551/3546] Forecasting HOUS...
[2025-12-29T20:24:03.555116] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-29T20:24:03.555145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-29T20:24:03.566769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-29T20:24:03.567066] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-29T20:24:03.567911] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-29T20:24:03.567964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:03.567995] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:03.568022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:03.568086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:03.624958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:03.625605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:03.625682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:03.625714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:03.744090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:03.744225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:03.744266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:03.744297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:03.747548] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-29T20:24:03.747853] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-29T20:24:03.747979] [INFO ] [sig       ] HOUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:03.887714] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HOUS.txt
[2025-12-29T20:24:03.887847] [INFO ] [sig       ] [1551/3546] Completed HOUS in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:03.887885] [INFO ] [sig       ] [1552/3546] Forecasting HP...
[2025-12-29T20:24:03.887915] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-29T20:24:03.887950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-29T20:24:03.900200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-29T20:24:03.900515] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-29T20:24:03.901306] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-29T20:24:03.901359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:03.901391] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:03.901418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:03.901476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:03.959348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:03.960048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:03.960144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:03.960176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:04.077068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:04.077218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:04.077258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:04.077290] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:04.080683] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-29T20:24:04.080949] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-29T20:24:04.081071] [INFO ] [sig       ] HP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:04.222098] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HP.txt
[2025-12-29T20:24:04.222230] [INFO ] [sig       ] [1552/3546] Completed HP in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:04.222270] [INFO ] [sig       ] [1553/3546] Forecasting HPE...
[2025-12-29T20:24:04.222299] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-29T20:24:04.222329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-29T20:24:04.233656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-29T20:24:04.233983] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-29T20:24:04.234797] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-29T20:24:04.234851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:04.234920] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:04.234950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:04.235009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:04.292858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:04.293517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:04.293613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:04.293647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:04.420019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:04.420167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:04.420205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:04.420232] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:04.423951] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-29T20:24:04.424218] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-29T20:24:04.424342] [INFO ] [sig       ] HPE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:04.566867] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HPE.txt
[2025-12-29T20:24:04.567032] [INFO ] [sig       ] [1553/3546] Completed HPE in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:04.567074] [INFO ] [sig       ] [1554/3546] Forecasting HPF...
[2025-12-29T20:24:04.567103] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-29T20:24:04.567133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-29T20:24:04.578491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-29T20:24:04.578872] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-29T20:24:04.579781] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-29T20:24:04.579836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:04.579869] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:04.579897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:04.579956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:04.638202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:04.638995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:04.639080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:04.639111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:04.757668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:04.757819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:04.757859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:04.757888] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:04.761251] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-12-29T20:24:04.761527] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-29T20:24:04.761675] [INFO ] [sig       ] HPF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:04.907098] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HPF.txt
[2025-12-29T20:24:04.907235] [INFO ] [sig       ] [1554/3546] Completed HPF in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-29T20:24:04.907276] [INFO ] [sig       ] [1555/3546] Forecasting HPI...
[2025-12-29T20:24:04.907308] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-29T20:24:04.907337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-29T20:24:04.918829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-29T20:24:04.919190] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-29T20:24:04.920048] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-29T20:24:04.920102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:04.920136] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:04.920165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:04.920224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:04.983712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:04.984812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:04.984910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:04.984948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:05.105273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:05.105434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:05.105475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:05.105505] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:05.109054] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-29T20:24:05.109378] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-29T20:24:05.109515] [INFO ] [sig       ] HPI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:05.252468] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HPI.txt
[2025-12-29T20:24:05.252641] [INFO ] [sig       ] [1555/3546] Completed HPI in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-29T20:24:05.252685] [INFO ] [sig       ] [1556/3546] Forecasting HPK...
[2025-12-29T20:24:05.252714] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-29T20:24:05.252745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-29T20:24:05.264268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-29T20:24:05.264685] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-29T20:24:05.265514] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-29T20:24:05.265589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:05.265625] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:05.265654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:05.265714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:05.323549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:05.324427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:05.324511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:05.324543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:05.449691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:05.449864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:05.449915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:05.449953] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:05.453484] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=67.12%)
[2025-12-29T20:24:05.453794] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-29T20:24:05.453928] [INFO ] [sig       ] HPK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:05.600967] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HPK.txt
[2025-12-29T20:24:05.601129] [INFO ] [sig       ] [1556/3546] Completed HPK in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-29T20:24:05.601170] [INFO ] [sig       ] [1557/3546] Forecasting HPP...
[2025-12-29T20:24:05.601198] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-29T20:24:05.601228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-29T20:24:05.613124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-29T20:24:05.613488] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-29T20:24:05.614307] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-29T20:24:05.614364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:05.614395] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:05.614421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:05.614477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:05.672757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:05.673623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:05.673706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:05.673739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:05.796098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:05.796259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:05.796314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:05.796344] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:05.799723] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2025-12-29T20:24:05.799997] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-29T20:24:05.800122] [INFO ] [sig       ] HPP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:05.940863] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HPP.txt
[2025-12-29T20:24:05.941027] [INFO ] [sig       ] [1557/3546] Completed HPP in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-29T20:24:05.941067] [INFO ] [sig       ] [1558/3546] Forecasting HPQ...
[2025-12-29T20:24:05.941097] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-29T20:24:05.941126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-29T20:24:05.952539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-29T20:24:05.952890] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-29T20:24:05.953686] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-29T20:24:05.953739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:05.953771] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:05.953797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:05.953859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:06.011014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:06.011879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:06.011964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:06.011998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:06.130387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:06.130525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:06.130562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:06.130608] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:06.134061] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-29T20:24:06.134328] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-29T20:24:06.134662] [INFO ] [sig       ] HPQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:06.276826] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HPQ.txt
[2025-12-29T20:24:06.276947] [INFO ] [sig       ] [1558/3546] Completed HPQ in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-29T20:24:06.276986] [INFO ] [sig       ] [1559/3546] Forecasting HPS...
[2025-12-29T20:24:06.277015] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-29T20:24:06.277044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-29T20:24:06.288393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-29T20:24:06.288691] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-29T20:24:06.289503] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-29T20:24:06.289558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:06.289609] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:06.289639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:06.289697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:06.346988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:06.347627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:06.347705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:06.347738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:06.467209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:06.467344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:06.467382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:06.467412] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:06.470846] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2025-12-29T20:24:06.471128] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-29T20:24:06.471255] [INFO ] [sig       ] HPS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:06.612336] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HPS.txt
[2025-12-29T20:24:06.612467] [INFO ] [sig       ] [1559/3546] Completed HPS in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-29T20:24:06.612508] [INFO ] [sig       ] [1560/3546] Forecasting HQI...
[2025-12-29T20:24:06.612538] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-29T20:24:06.612585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-29T20:24:06.623704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-29T20:24:06.624013] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-29T20:24:06.624805] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-29T20:24:06.624857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:06.624889] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:06.624916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:06.624973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:06.683558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:06.684405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:06.684493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:06.684527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:06.787814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:06.787962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:06.788001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:06.788029] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:06.791488] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=40.89%)
[2025-12-29T20:24:06.791787] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-29T20:24:06.791922] [INFO ] [sig       ] HQI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:06.936737] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HQI.txt
[2025-12-29T20:24:06.936910] [INFO ] [sig       ] [1560/3546] Completed HQI in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-29T20:24:06.936957] [INFO ] [sig       ] [1561/3546] Forecasting HQL...
[2025-12-29T20:24:06.936991] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-29T20:24:06.937021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-29T20:24:06.950154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-29T20:24:06.950492] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-29T20:24:06.951300] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-29T20:24:06.951355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:06.951400] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:06.951430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:06.951489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:07.015249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:07.016324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:07.016409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:07.016444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:07.142423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:07.142609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:07.142657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:07.142689] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:07.146410] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2025-12-29T20:24:07.146708] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-29T20:24:07.146835] [INFO ] [sig       ] HQL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:07.291242] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HQL.txt
[2025-12-29T20:24:07.291382] [INFO ] [sig       ] [1561/3546] Completed HQL in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:07.291424] [INFO ] [sig       ] [1562/3546] Forecasting HQY...
[2025-12-29T20:24:07.291454] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-29T20:24:07.291483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-29T20:24:07.303367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-29T20:24:07.303709] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-29T20:24:07.304554] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-29T20:24:07.304629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:07.304663] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:07.304691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:07.304749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:07.363880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:07.364677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:07.364758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:07.364789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:07.482243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:07.482376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:07.482413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:07.482441] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:07.485741] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-29T20:24:07.486007] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-29T20:24:07.486128] [INFO ] [sig       ] HQY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:07.625149] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HQY.txt
[2025-12-29T20:24:07.625307] [INFO ] [sig       ] [1562/3546] Completed HQY in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:07.625348] [INFO ] [sig       ] [1563/3546] Forecasting HRB...
[2025-12-29T20:24:07.625377] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-29T20:24:07.625407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-29T20:24:07.637225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-29T20:24:07.637544] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-29T20:24:07.638336] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-29T20:24:07.638391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:07.638423] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:07.638449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:07.638507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:07.696451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:07.697102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:07.697184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:07.697218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:07.821255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:07.821411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:07.821452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:07.821482] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:07.824918] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-29T20:24:07.825192] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-29T20:24:07.825323] [INFO ] [sig       ] HRB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:07.969714] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HRB.txt
[2025-12-29T20:24:07.969844] [INFO ] [sig       ] [1563/3546] Completed HRB in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:07.969883] [INFO ] [sig       ] [1564/3546] Forecasting HRL...
[2025-12-29T20:24:07.969912] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-29T20:24:07.969941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-29T20:24:07.981301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-29T20:24:07.981598] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-29T20:24:07.982369] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-29T20:24:07.982422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:07.982453] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:07.982480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:07.982538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:08.039392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:08.040317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:08.040416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:08.040457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:08.167857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:08.168024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:08.168064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:08.168095] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:08.171664] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-29T20:24:08.171999] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-29T20:24:08.172136] [INFO ] [sig       ] HRL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:08.316043] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HRL.txt
[2025-12-29T20:24:08.316173] [INFO ] [sig       ] [1564/3546] Completed HRL in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:08.316212] [INFO ] [sig       ] [1565/3546] Forecasting HRMY...
[2025-12-29T20:24:08.316247] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-29T20:24:08.316276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-29T20:24:08.327465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-29T20:24:08.327827] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-29T20:24:08.328641] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-29T20:24:08.328695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:08.328728] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:08.328755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:08.328860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:08.386537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:08.387232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:08.387314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:08.387348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:08.504322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:08.504477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:08.504518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:08.504549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:08.507944] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-12-29T20:24:08.508219] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-29T20:24:08.508344] [INFO ] [sig       ] HRMY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:08.649583] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HRMY.txt
[2025-12-29T20:24:08.649742] [INFO ] [sig       ] [1565/3546] Completed HRMY in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:08.649782] [INFO ] [sig       ] [1566/3546] Forecasting HRTG...
[2025-12-29T20:24:08.649812] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-29T20:24:08.649840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-29T20:24:08.662240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-29T20:24:08.662644] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-29T20:24:08.663503] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-29T20:24:08.663559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:08.663610] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:08.663638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:08.663699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:08.731230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:08.732301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:08.732404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:08.732447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:08.854745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:08.854923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:08.854967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:08.854996] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:08.858524] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-12-29T20:24:08.858860] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-29T20:24:08.858999] [INFO ] [sig       ] HRTG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:09.005121] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HRTG.txt
[2025-12-29T20:24:09.005280] [INFO ] [sig       ] [1566/3546] Completed HRTG in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:09.005356] [INFO ] [sig       ] [1567/3546] Forecasting HRTX...
[2025-12-29T20:24:09.005388] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-29T20:24:09.005419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-29T20:24:09.019279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-29T20:24:09.019745] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-29T20:24:09.020568] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-29T20:24:09.020652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:09.020684] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:09.020711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:09.020769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:09.079857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:09.080622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:09.080717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:09.080749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:09.203358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:09.203524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:09.203568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:09.203623] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:09.207161] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-12-29T20:24:09.207489] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-29T20:24:09.207653] [INFO ] [sig       ] HRTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:09.352135] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HRTX.txt
[2025-12-29T20:24:09.352296] [INFO ] [sig       ] [1567/3546] Completed HRTX in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:09.352337] [INFO ] [sig       ] [1568/3546] Forecasting HRZN...
[2025-12-29T20:24:09.352366] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-29T20:24:09.352395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-29T20:24:09.364707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-29T20:24:09.365066] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-29T20:24:09.365906] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-29T20:24:09.365960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:09.365992] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:09.366018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:09.366077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:09.424490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:09.425400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:09.425490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:09.425524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:09.543931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:09.544091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:09.544132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:09.544178] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:09.547591] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-29T20:24:09.547872] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-29T20:24:09.548003] [INFO ] [sig       ] HRZN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:09.701614] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HRZN.txt
[2025-12-29T20:24:09.701770] [INFO ] [sig       ] [1568/3546] Completed HRZN in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:09.701812] [INFO ] [sig       ] [1569/3546] Forecasting HSAI...
[2025-12-29T20:24:09.701840] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-29T20:24:09.701870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-29T20:24:09.713716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-29T20:24:09.714079] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-29T20:24:09.714919] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-29T20:24:09.714973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:09.715004] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:09.715032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:09.715097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:09.773489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:09.774342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:09.774462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:09.774504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:09.897187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:09.897343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:09.897383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:09.897412] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:09.900807] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-29T20:24:09.901081] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-29T20:24:09.901206] [INFO ] [sig       ] HSAI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:10.045078] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HSAI.txt
[2025-12-29T20:24:10.045214] [INFO ] [sig       ] [1569/3546] Completed HSAI in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:10.045253] [INFO ] [sig       ] [1570/3546] Forecasting HSBC...
[2025-12-29T20:24:10.045283] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-29T20:24:10.045311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-29T20:24:10.061421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-29T20:24:10.062011] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-29T20:24:10.063177] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-29T20:24:10.063246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:10.063296] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:10.063379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:10.063471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:10.134588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:10.135522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:10.135632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:10.135685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:10.258358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:10.258523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:10.258563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:10.258609] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:10.262074] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-29T20:24:10.262346] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-29T20:24:10.262474] [INFO ] [sig       ] HSBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:10.406110] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HSBC.txt
[2025-12-29T20:24:10.406250] [INFO ] [sig       ] [1570/3546] Completed HSBC in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:10.406290] [INFO ] [sig       ] [1571/3546] Forecasting HSCS...
[2025-12-29T20:24:10.406319] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-29T20:24:10.406351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-29T20:24:10.418063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-29T20:24:10.418379] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-29T20:24:10.419207] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-29T20:24:10.419260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:10.419291] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:10.419316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:10.419373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:10.477187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:10.477925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:10.478006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:10.478039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:10.591031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:10.591188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:10.591227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:10.591257] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:10.594746] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-12-29T20:24:10.595019] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-29T20:24:10.595144] [INFO ] [sig       ] HSCS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:10.819791] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HSCS.txt
[2025-12-29T20:24:10.820019] [INFO ] [sig       ] [1571/3546] Completed HSCS in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-29T20:24:10.820072] [INFO ] [sig       ] [1572/3546] Forecasting HSHP...
[2025-12-29T20:24:10.820111] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-29T20:24:10.820152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-29T20:24:10.835255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-29T20:24:10.835861] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-29T20:24:10.837138] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-29T20:24:10.837203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:10.837246] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:10.837298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:10.837382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:10.895742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:10.896612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:10.896696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:10.896729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:11.023145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:11.023298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:11.023338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:11.023368] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:11.026782] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-29T20:24:11.027059] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-29T20:24:11.027187] [INFO ] [sig       ] HSHP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:11.170450] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HSHP.txt
[2025-12-29T20:24:11.170610] [INFO ] [sig       ] [1572/3546] Completed HSHP in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-29T20:24:11.170654] [INFO ] [sig       ] [1573/3546] Forecasting HSIC...
[2025-12-29T20:24:11.170684] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-29T20:24:11.170714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-29T20:24:11.182239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-29T20:24:11.182535] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-29T20:24:11.183320] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-29T20:24:11.183372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:11.183404] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:11.183431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:11.183488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:11.241800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:11.242462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:11.242542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:11.242593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:11.365943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:11.366201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:11.366249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:11.366280] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:11.369984] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-29T20:24:11.370270] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-29T20:24:11.370417] [INFO ] [sig       ] HSIC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:11.513202] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HSIC.txt
[2025-12-29T20:24:11.513364] [INFO ] [sig       ] [1573/3546] Completed HSIC in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-29T20:24:11.513406] [INFO ] [sig       ] [1574/3546] Forecasting HSTM...
[2025-12-29T20:24:11.513436] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-29T20:24:11.513465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-29T20:24:11.524906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-29T20:24:11.525218] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-29T20:24:11.526084] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-29T20:24:11.526138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:11.526171] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:11.526197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:11.526255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:11.582563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:11.583320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:11.583401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:11.583433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:11.701770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:11.701927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:11.701967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:11.701995] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:11.705391] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-29T20:24:11.705688] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-29T20:24:11.705815] [INFO ] [sig       ] HSTM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:11.845839] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HSTM.txt
[2025-12-29T20:24:11.845976] [INFO ] [sig       ] [1574/3546] Completed HSTM in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-29T20:24:11.846015] [INFO ] [sig       ] [1575/3546] Forecasting HSY...
[2025-12-29T20:24:11.846043] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-29T20:24:11.846073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-29T20:24:11.857769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-29T20:24:11.858086] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-29T20:24:11.859008] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-29T20:24:11.859080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:11.859125] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:11.859164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:11.859231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:11.915078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:11.915870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:11.915951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:11.915984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:12.039600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:12.039777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:12.039823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:12.039853] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:12.043347] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=57.75%)
[2025-12-29T20:24:12.043641] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-29T20:24:12.043772] [INFO ] [sig       ] HSY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:12.185043] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HSY.txt
[2025-12-29T20:24:12.185180] [INFO ] [sig       ] [1575/3546] Completed HSY in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-29T20:24:12.185221] [INFO ] [sig       ] [1576/3546] Forecasting HTBK...
[2025-12-29T20:24:12.185251] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-29T20:24:12.185287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-29T20:24:12.196514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-29T20:24:12.196810] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-29T20:24:12.197618] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-29T20:24:12.197671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:12.197704] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:12.197732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:12.197790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:12.255870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:12.256510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:12.256605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:12.256641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:12.380827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:12.380970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:12.381010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:12.381038] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:12.384613] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-29T20:24:12.384891] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-29T20:24:12.385018] [INFO ] [sig       ] HTBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:12.530401] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HTBK.txt
[2025-12-29T20:24:12.530526] [INFO ] [sig       ] [1576/3546] Completed HTBK in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-29T20:24:12.530566] [INFO ] [sig       ] [1577/3546] Forecasting HTD...
[2025-12-29T20:24:12.530616] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-29T20:24:12.530647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-29T20:24:12.542270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-29T20:24:12.542562] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-29T20:24:12.543395] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-29T20:24:12.543449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:12.543480] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:12.543508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:12.543567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:12.601587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:12.602245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:12.602324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:12.602355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:12.719507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:12.719691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:12.719732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:12.719759] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:12.722977] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-29T20:24:12.723241] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-29T20:24:12.723368] [INFO ] [sig       ] HTD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:12.862983] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HTD.txt
[2025-12-29T20:24:12.863109] [INFO ] [sig       ] [1577/3546] Completed HTD in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-29T20:24:12.863149] [INFO ] [sig       ] [1578/3546] Forecasting HTGC...
[2025-12-29T20:24:12.863177] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-29T20:24:12.863206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-29T20:24:12.874410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-29T20:24:12.874698] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-29T20:24:12.875457] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-29T20:24:12.875509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:12.875541] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:12.875584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:12.875646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:12.932370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:12.932966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:12.933041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:12.933073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:13.056453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:13.056651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:13.056703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:13.056732] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:13.060242] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=62.85%)
[2025-12-29T20:24:13.060514] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-29T20:24:13.060661] [INFO ] [sig       ] HTGC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:13.202257] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HTGC.txt
[2025-12-29T20:24:13.202381] [INFO ] [sig       ] [1578/3546] Completed HTGC in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-29T20:24:13.202422] [INFO ] [sig       ] [1579/3546] Forecasting HTH...
[2025-12-29T20:24:13.202451] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-29T20:24:13.202480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-29T20:24:13.213472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-29T20:24:13.213777] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-29T20:24:13.214543] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-29T20:24:13.214611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:13.214647] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:13.214673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:13.214730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:13.271725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:13.272405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:13.272488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:13.272524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:13.387128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:13.387255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:13.387293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:13.387322] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:13.390749] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-29T20:24:13.391019] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-29T20:24:13.391144] [INFO ] [sig       ] HTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:13.533135] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HTH.txt
[2025-12-29T20:24:13.533259] [INFO ] [sig       ] [1579/3546] Completed HTH in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:13.533297] [INFO ] [sig       ] [1580/3546] Forecasting HTLD...
[2025-12-29T20:24:13.533325] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-29T20:24:13.533355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-29T20:24:13.544359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-29T20:24:13.544636] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-29T20:24:13.545404] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-29T20:24:13.545456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:13.545486] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:13.545513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:13.545591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:13.604541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:13.605184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:13.605290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:13.605325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:13.725177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:13.725359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:13.725409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:13.725442] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:13.728980] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=0.13%)
[2025-12-29T20:24:13.729262] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-29T20:24:13.729391] [INFO ] [sig       ] HTLD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:13.871896] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HTLD.txt
[2025-12-29T20:24:13.872022] [INFO ] [sig       ] [1580/3546] Completed HTLD in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:13.872062] [INFO ] [sig       ] [1581/3546] Forecasting HTOO...
[2025-12-29T20:24:13.872090] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-29T20:24:13.872120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-29T20:24:13.883524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-29T20:24:13.883830] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-29T20:24:13.884625] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-29T20:24:13.884678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:13.884709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:13.884736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:13.884794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:13.941855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:13.942455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:13.942536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:13.942590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:14.058638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:14.058788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:14.058835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:14.058865] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:14.062261] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=38.58%)
[2025-12-29T20:24:14.062533] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-29T20:24:14.062684] [INFO ] [sig       ] HTOO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:14.208091] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HTOO.txt
[2025-12-29T20:24:14.208251] [INFO ] [sig       ] [1581/3546] Completed HTOO in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:14.208292] [INFO ] [sig       ] [1582/3546] Forecasting HTZ...
[2025-12-29T20:24:14.208321] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-29T20:24:14.208351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-29T20:24:14.219693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-29T20:24:14.220048] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-29T20:24:14.220903] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-29T20:24:14.220959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:14.220992] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:14.221021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:14.221082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:14.281547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:14.282646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:14.282736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:14.282771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:14.407459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:14.407650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:14.407693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:14.407724] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:14.411336] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=80.82%)
[2025-12-29T20:24:14.411672] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-29T20:24:14.411807] [INFO ] [sig       ] HTZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:14.554754] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HTZ.txt
[2025-12-29T20:24:14.554911] [INFO ] [sig       ] [1582/3546] Completed HTZ in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:14.554950] [INFO ] [sig       ] [1583/3546] Forecasting HUBB...
[2025-12-29T20:24:14.554979] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-29T20:24:14.555010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-29T20:24:14.566861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-29T20:24:14.567228] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-29T20:24:14.568272] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-29T20:24:14.568327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:14.568361] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:14.568389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:14.568449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:14.630982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:14.631935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:14.632049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:14.632082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:14.752269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:14.752422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:14.752462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:14.752492] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:14.755997] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2025-12-29T20:24:14.756278] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-29T20:24:14.756404] [INFO ] [sig       ] HUBB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:14.904200] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HUBB.txt
[2025-12-29T20:24:14.904380] [INFO ] [sig       ] [1583/3546] Completed HUBB in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:14.904421] [INFO ] [sig       ] [1584/3546] Forecasting HUBG...
[2025-12-29T20:24:14.904450] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-29T20:24:14.904481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-29T20:24:14.915868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-29T20:24:14.916204] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-29T20:24:14.917024] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-29T20:24:14.917078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:14.917112] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:14.917140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:14.917199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:14.979078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:14.980165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:14.980280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:14.980333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:15.109903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:15.110074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:15.110120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:15.110150] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:15.113710] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-12-29T20:24:15.113996] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-29T20:24:15.114121] [INFO ] [sig       ] HUBG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:15.254394] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HUBG.txt
[2025-12-29T20:24:15.254522] [INFO ] [sig       ] [1584/3546] Completed HUBG in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:15.254563] [INFO ] [sig       ] [1585/3546] Forecasting HUBS...
[2025-12-29T20:24:15.254609] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-29T20:24:15.254639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-29T20:24:15.266131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-29T20:24:15.266419] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-29T20:24:15.267259] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-29T20:24:15.267324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:15.267358] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:15.267387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:15.267447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:15.327480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:15.328173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:15.328260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:15.328296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:15.450510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:15.450683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:15.450731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:15.450762] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:15.454195] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=72.59%)
[2025-12-29T20:24:15.454481] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-29T20:24:15.454633] [INFO ] [sig       ] HUBS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:15.597027] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HUBS.txt
[2025-12-29T20:24:15.597161] [INFO ] [sig       ] [1585/3546] Completed HUBS in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:15.597200] [INFO ] [sig       ] [1586/3546] Forecasting HUM...
[2025-12-29T20:24:15.597230] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-29T20:24:15.597259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-29T20:24:15.608890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-29T20:24:15.609194] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-29T20:24:15.610006] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-29T20:24:15.610057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:15.610089] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:15.610116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:15.610173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:15.667973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:15.672051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:15.672201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:15.672236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:15.792029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:15.792183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:15.792223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:15.792253] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:15.795620] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=49.44%)
[2025-12-29T20:24:15.795902] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-29T20:24:15.796028] [INFO ] [sig       ] HUM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:15.943121] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HUM.txt
[2025-12-29T20:24:15.943270] [INFO ] [sig       ] [1586/3546] Completed HUM in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:15.943314] [INFO ] [sig       ] [1587/3546] Forecasting HUMA...
[2025-12-29T20:24:15.943345] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-29T20:24:15.943376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-29T20:24:15.955698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-29T20:24:15.956006] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-29T20:24:15.956936] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-29T20:24:15.956991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:15.957051] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:15.957079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:15.957138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:16.020910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:16.021933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:16.022035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:16.022071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:16.156196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:16.156350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:16.156391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:16.156420] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:16.160536] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-29T20:24:16.160852] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-29T20:24:16.160984] [INFO ] [sig       ] HUMA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:16.312746] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HUMA.txt
[2025-12-29T20:24:16.312902] [INFO ] [sig       ] [1587/3546] Completed HUMA in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:16.312946] [INFO ] [sig       ] [1588/3546] Forecasting HUN...
[2025-12-29T20:24:16.312976] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-29T20:24:16.313006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-29T20:24:16.325972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-29T20:24:16.326340] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-29T20:24:16.327196] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-29T20:24:16.327252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:16.327286] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:16.327316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:16.327376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:16.395078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:16.396117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:16.396212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:16.396248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:16.518281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:16.518443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:16.518486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:16.518519] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:16.522076] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2025-12-29T20:24:16.522356] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-29T20:24:16.522497] [INFO ] [sig       ] HUN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:16.663346] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HUN.txt
[2025-12-29T20:24:16.663478] [INFO ] [sig       ] [1588/3546] Completed HUN in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-29T20:24:16.663523] [INFO ] [sig       ] [1589/3546] Forecasting HURC...
[2025-12-29T20:24:16.663554] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-29T20:24:16.663607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-29T20:24:16.675603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-29T20:24:16.675916] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-29T20:24:16.676706] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-29T20:24:16.676759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:16.676790] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:16.676817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:16.676874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:16.735505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:16.736211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:16.736292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:16.736324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:16.846244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:16.846397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:16.846438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:16.846467] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:16.850098] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-12-29T20:24:16.850377] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-29T20:24:16.850508] [INFO ] [sig       ] HURC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:16.994350] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HURC.txt
[2025-12-29T20:24:16.994510] [INFO ] [sig       ] [1589/3546] Completed HURC in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-29T20:24:16.994550] [INFO ] [sig       ] [1590/3546] Forecasting HURN...
[2025-12-29T20:24:16.994596] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-29T20:24:16.994629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-29T20:24:17.006432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-29T20:24:17.006786] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-29T20:24:17.007623] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-29T20:24:17.007675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:17.007724] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:17.007750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:17.007806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:17.065088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:17.065845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:17.065928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:17.065962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:17.183311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:17.183464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:17.183504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:17.183566] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:17.187042] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-29T20:24:17.187339] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-29T20:24:17.187470] [INFO ] [sig       ] HURN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:17.332289] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HURN.txt
[2025-12-29T20:24:17.332451] [INFO ] [sig       ] [1590/3546] Completed HURN in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-29T20:24:17.332499] [INFO ] [sig       ] [1591/3546] Forecasting HUYA...
[2025-12-29T20:24:17.332530] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-29T20:24:17.332561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-29T20:24:17.344643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-29T20:24:17.344954] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-29T20:24:17.345825] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-29T20:24:17.345881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:17.345926] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:17.345969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:17.346039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:17.410396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:17.411312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:17.411399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:17.411432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:17.545867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:17.546037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:17.546080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:17.546111] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:17.551001] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=46.97%)
[2025-12-29T20:24:17.551545] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-29T20:24:17.551766] [INFO ] [sig       ] HUYA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:17.706448] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HUYA.txt
[2025-12-29T20:24:17.706620] [INFO ] [sig       ] [1591/3546] Completed HUYA in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-29T20:24:17.706665] [INFO ] [sig       ] [1592/3546] Forecasting HWC...
[2025-12-29T20:24:17.706696] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-29T20:24:17.706726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-29T20:24:17.719593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-29T20:24:17.719962] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-29T20:24:17.720967] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-29T20:24:17.721023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:17.721055] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:17.721081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:17.721142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:17.787236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:17.788406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:17.788494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:17.788527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:17.919401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:17.919552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:17.919627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:17.919658] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:17.923016] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-12-29T20:24:17.923294] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-29T20:24:17.923425] [INFO ] [sig       ] HWC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:18.061932] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HWC.txt
[2025-12-29T20:24:18.062091] [INFO ] [sig       ] [1592/3546] Completed HWC in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-29T20:24:18.062130] [INFO ] [sig       ] [1593/3546] Forecasting HWH...
[2025-12-29T20:24:18.062159] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-29T20:24:18.062191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-29T20:24:18.073320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-29T20:24:18.073679] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-29T20:24:18.074489] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-29T20:24:18.074542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:18.074595] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:18.074625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:18.074682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:18.132310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:18.133188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:18.133281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:18.133315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:18.263863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:18.264019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:18.264059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:18.264089] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:18.267628] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-29T20:24:18.267958] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-29T20:24:18.268104] [INFO ] [sig       ] HWH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:18.419473] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HWH.txt
[2025-12-29T20:24:18.419641] [INFO ] [sig       ] [1593/3546] Completed HWH in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-29T20:24:18.419685] [INFO ] [sig       ] [1594/3546] Forecasting HWKN...
[2025-12-29T20:24:18.419715] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-29T20:24:18.419745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-29T20:24:18.432619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-29T20:24:18.433002] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-29T20:24:18.433943] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-29T20:24:18.433998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:18.434030] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:18.434056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:18.434138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:18.496182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:18.497054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:18.497148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:18.497189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:18.621105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:18.621272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:18.621320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:18.621349] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:18.624942] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-12-29T20:24:18.625225] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-29T20:24:18.625354] [INFO ] [sig       ] HWKN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:18.772422] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HWKN.txt
[2025-12-29T20:24:18.772641] [INFO ] [sig       ] [1594/3546] Completed HWKN in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-29T20:24:18.772715] [INFO ] [sig       ] [1595/3546] Forecasting HWM...
[2025-12-29T20:24:18.772773] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-29T20:24:18.772821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-29T20:24:18.785878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-29T20:24:18.786260] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-29T20:24:18.787108] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-29T20:24:18.787162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:18.787193] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:18.787219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:18.787277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:18.844840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:18.845621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:18.845704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:18.845736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:18.963109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:18.963263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:18.963303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:18.963332] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:18.966752] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-29T20:24:18.967028] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-29T20:24:18.967159] [INFO ] [sig       ] HWM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:19.107544] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HWM.txt
[2025-12-29T20:24:19.107727] [INFO ] [sig       ] [1595/3546] Completed HWM in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-29T20:24:19.107769] [INFO ] [sig       ] [1596/3546] Forecasting HXL...
[2025-12-29T20:24:19.107803] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-29T20:24:19.107832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-29T20:24:19.122472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-29T20:24:19.122973] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-29T20:24:19.124105] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-29T20:24:19.124172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:19.124228] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:19.124265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:19.124348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:19.207729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:19.208825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:19.208934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:19.208978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:19.374089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:19.374249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:19.374287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:19.374316] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:19.377763] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-29T20:24:19.378065] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-29T20:24:19.378197] [INFO ] [sig       ] HXL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:19.522053] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HXL.txt
[2025-12-29T20:24:19.522218] [INFO ] [sig       ] [1596/3546] Completed HXL in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:19.522264] [INFO ] [sig       ] [1597/3546] Forecasting HY...
[2025-12-29T20:24:19.522293] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-29T20:24:19.522322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-29T20:24:19.533631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-29T20:24:19.534109] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-29T20:24:19.535118] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-29T20:24:19.535171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:19.535203] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:19.535230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:19.535287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:19.593155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:19.593973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:19.594086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:19.594120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:19.715643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:19.715805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:19.715852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:19.715889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:19.719956] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-29T20:24:19.720371] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-29T20:24:19.720552] [INFO ] [sig       ] HY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:19.867049] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HY.txt
[2025-12-29T20:24:19.867206] [INFO ] [sig       ] [1597/3546] Completed HY in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:19.867246] [INFO ] [sig       ] [1598/3546] Forecasting HYFM...
[2025-12-29T20:24:19.867278] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-29T20:24:19.867308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-29T20:24:19.878328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-29T20:24:19.878720] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-29T20:24:19.879599] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-29T20:24:19.879655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:19.879691] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:19.879717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:19.879775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:19.938560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:19.939494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:19.939601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:19.939637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:20.051986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:20.052139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:20.052178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:20.052206] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:20.055537] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=69.24%)
[2025-12-29T20:24:20.055825] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-29T20:24:20.055948] [INFO ] [sig       ] HYFM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:20.195111] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HYFM.txt
[2025-12-29T20:24:20.195244] [INFO ] [sig       ] [1598/3546] Completed HYFM in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:20.195283] [INFO ] [sig       ] [1599/3546] Forecasting HYI...
[2025-12-29T20:24:20.195312] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-29T20:24:20.195341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-29T20:24:20.206795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-29T20:24:20.207070] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-29T20:24:20.207876] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-29T20:24:20.207928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:20.207960] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:20.207987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:20.208045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:20.264737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:20.265383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:20.265460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:20.265492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:20.387938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:20.388103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:20.388142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:20.388170] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:20.391568] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-29T20:24:20.391896] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-29T20:24:20.392059] [INFO ] [sig       ] HYI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:20.531471] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HYI.txt
[2025-12-29T20:24:20.531619] [INFO ] [sig       ] [1599/3546] Completed HYI in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:20.531668] [INFO ] [sig       ] [1600/3546] Forecasting HYLS...
[2025-12-29T20:24:20.531705] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-29T20:24:20.531735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-29T20:24:20.543121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-29T20:24:20.543397] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-29T20:24:20.544184] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-29T20:24:20.544236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:20.544267] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:20.544294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:20.544351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:20.600323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:20.601078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:20.601179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:20.601214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:20.718223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:20.718374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:20.718413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:20.718442] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:20.721845] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-12-29T20:24:20.722137] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-29T20:24:20.722272] [INFO ] [sig       ] HYLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:20.867688] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HYLS.txt
[2025-12-29T20:24:20.867909] [INFO ] [sig       ] [1600/3546] Completed HYLS in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:20.868138] [INFO ] [sig       ] [1601/3546] Forecasting HYMC...
[2025-12-29T20:24:20.868168] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-29T20:24:20.868197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-29T20:24:20.880382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-29T20:24:20.880788] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-29T20:24:20.881622] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-29T20:24:20.881680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:20.881711] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:20.881737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:20.881796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:20.938617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:20.939473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:20.939558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:20.939612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:21.058915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:21.059072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:21.059111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:21.059140] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:21.062457] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2025-12-29T20:24:21.062754] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-29T20:24:21.062882] [INFO ] [sig       ] HYMC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:21.215000] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HYMC.txt
[2025-12-29T20:24:21.215167] [INFO ] [sig       ] [1601/3546] Completed HYMC in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:21.215208] [INFO ] [sig       ] [1602/3546] Forecasting HYXF...
[2025-12-29T20:24:21.215238] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-29T20:24:21.215269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-29T20:24:21.228000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-29T20:24:21.228348] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-29T20:24:21.229253] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-29T20:24:21.229306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:21.229338] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:21.229365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:21.229424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:21.289191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:21.289899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:21.289981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:21.290013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:21.406339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:21.406500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:21.406542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:21.406596] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:21.410383] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-29T20:24:21.410803] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-29T20:24:21.410954] [INFO ] [sig       ] HYXF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:21.557446] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HYXF.txt
[2025-12-29T20:24:21.557588] [INFO ] [sig       ] [1602/3546] Completed HYXF in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:21.557629] [INFO ] [sig       ] [1603/3546] Forecasting HYZD...
[2025-12-29T20:24:21.557658] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-29T20:24:21.557688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-29T20:24:21.568682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-29T20:24:21.569013] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-29T20:24:21.569828] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-29T20:24:21.569885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:21.569929] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:21.569958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:21.570017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:21.632031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:21.633109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:21.633214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:21.633249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:21.752726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:21.752861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:21.752899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:21.752953] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:21.756654] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-29T20:24:21.757121] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-29T20:24:21.757242] [INFO ] [sig       ] HYZD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:21.896326] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/HYZD.txt
[2025-12-29T20:24:21.896444] [INFO ] [sig       ] [1603/3546] Completed HYZD in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:21.896481] [INFO ] [sig       ] [1604/3546] Forecasting HZO...
[2025-12-29T20:24:21.896510] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-29T20:24:21.896540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-29T20:24:21.907596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-29T20:24:21.907870] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-29T20:24:21.908664] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-29T20:24:21.908715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:21.908783] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:21.908814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:21.908872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:21.966207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:21.966838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:21.966914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:21.966945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:22.084775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:22.084887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:22.084923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:22.084951] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:22.088198] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=40.14%)
[2025-12-29T20:24:22.088463] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-29T20:24:22.088611] [INFO ] [sig       ] HZO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:22.228599] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/HZO.txt
[2025-12-29T20:24:22.228723] [INFO ] [sig       ] [1604/3546] Completed HZO in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:22.228779] [INFO ] [sig       ] [1605/3546] Forecasting IAC...
[2025-12-29T20:24:22.228817] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-29T20:24:22.228860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-29T20:24:22.243691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-29T20:24:22.243964] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-29T20:24:22.244776] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-29T20:24:22.244828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:22.244858] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:22.244884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:22.244941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:22.301708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:22.302301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:22.302378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:22.302419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:22.423761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:22.423876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:22.423912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:22.423940] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:22.427143] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-29T20:24:22.427409] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-29T20:24:22.427529] [INFO ] [sig       ] IAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:22.568107] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IAC.txt
[2025-12-29T20:24:22.568233] [INFO ] [sig       ] [1605/3546] Completed IAC in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-29T20:24:22.568273] [INFO ] [sig       ] [1606/3546] Forecasting IAE...
[2025-12-29T20:24:22.568301] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-29T20:24:22.568330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-29T20:24:22.578994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-29T20:24:22.579274] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-29T20:24:22.580058] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-29T20:24:22.580110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:22.580142] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:22.580169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:22.580226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:22.636412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:22.637037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:22.637114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:22.637146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:22.747908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:22.748037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:22.748074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:22.748101] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:22.751343] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=22.50%)
[2025-12-29T20:24:22.751629] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-29T20:24:22.751772] [INFO ] [sig       ] IAE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:22.895055] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IAE.txt
[2025-12-29T20:24:22.895173] [INFO ] [sig       ] [1606/3546] Completed IAE in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-29T20:24:22.895211] [INFO ] [sig       ] [1607/3546] Forecasting IAG...
[2025-12-29T20:24:22.895239] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-29T20:24:22.895269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-29T20:24:22.906830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-29T20:24:22.907102] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-29T20:24:22.907917] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-29T20:24:22.907968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:22.908154] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:22.908180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:22.908249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:22.964734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:22.965339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:22.965416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:22.965448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:23.092438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:23.092607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:23.092649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:23.092713] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:23.096178] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-29T20:24:23.096454] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-29T20:24:23.096597] [INFO ] [sig       ] IAG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:23.243749] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IAG.txt
[2025-12-29T20:24:23.243881] [INFO ] [sig       ] [1607/3546] Completed IAG in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-29T20:24:23.243921] [INFO ] [sig       ] [1608/3546] Forecasting IBB...
[2025-12-29T20:24:23.243949] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-29T20:24:23.243981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-29T20:24:23.255417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-29T20:24:23.255711] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-29T20:24:23.256492] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-29T20:24:23.256545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:23.256594] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:23.256625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:23.256684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:23.314799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:23.315407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:23.315483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:23.315515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:23.445452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:23.445621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:23.445661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:23.445689] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:23.449122] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=59.98%)
[2025-12-29T20:24:23.449426] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-29T20:24:23.449559] [INFO ] [sig       ] IBB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:23.589599] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBB.txt
[2025-12-29T20:24:23.589741] [INFO ] [sig       ] [1608/3546] Completed IBB in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-29T20:24:23.589785] [INFO ] [sig       ] [1609/3546] Forecasting IBBQ...
[2025-12-29T20:24:23.589815] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-29T20:24:23.589844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-29T20:24:23.600866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-29T20:24:23.601161] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-29T20:24:23.601989] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-29T20:24:23.602053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:23.602085] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:23.602111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:23.602169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:23.658839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:23.659554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:23.659652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:23.659684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:23.775399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:23.775549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:23.775606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:23.775636] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:23.779095] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=68.86%)
[2025-12-29T20:24:23.779364] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-29T20:24:23.779489] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:23.919535] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBBQ.txt
[2025-12-29T20:24:23.919686] [INFO ] [sig       ] [1609/3546] Completed IBBQ in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-29T20:24:23.919726] [INFO ] [sig       ] [1610/3546] Forecasting IBCP...
[2025-12-29T20:24:23.919755] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-29T20:24:23.919785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-29T20:24:23.931503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-29T20:24:23.931801] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-29T20:24:23.932587] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-29T20:24:23.932640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:23.932671] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:23.932697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:23.932754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:23.989168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:23.989797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:23.989876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:23.989906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:24.104292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:24.104447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:24.104485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:24.104513] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:24.107856] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-29T20:24:24.108135] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-29T20:24:24.108261] [INFO ] [sig       ] IBCP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:24.254740] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IBCP.txt
[2025-12-29T20:24:24.254905] [INFO ] [sig       ] [1610/3546] Completed IBCP in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-29T20:24:24.254946] [INFO ] [sig       ] [1611/3546] Forecasting IBEX...
[2025-12-29T20:24:24.254976] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-29T20:24:24.255005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-29T20:24:24.267137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-29T20:24:24.267526] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-29T20:24:24.268353] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-29T20:24:24.268406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:24.268439] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:24.268465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:24.268524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:24.326652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:24.327493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:24.327595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:24.327630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:24.452070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:24.452217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:24.452256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:24.452284] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:24.455629] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=50.21%)
[2025-12-29T20:24:24.455902] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-29T20:24:24.456024] [INFO ] [sig       ] IBEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:24.597809] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBEX.txt
[2025-12-29T20:24:24.597944] [INFO ] [sig       ] [1611/3546] Completed IBEX in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-29T20:24:24.597983] [INFO ] [sig       ] [1612/3546] Forecasting IBM...
[2025-12-29T20:24:24.598012] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-29T20:24:24.598041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-29T20:24:24.609101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-29T20:24:24.609404] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-29T20:24:24.610234] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-29T20:24:24.610286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:24.610318] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:24.610344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:24.610401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:24.668327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:24.669051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:24.669130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:24.669161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:24.792371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:24.792519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:24.792556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:24.792604] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:24.795908] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-12-29T20:24:24.796175] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-29T20:24:24.796305] [INFO ] [sig       ] IBM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:24.937325] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IBM.txt
[2025-12-29T20:24:24.937456] [INFO ] [sig       ] [1612/3546] Completed IBM in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-29T20:24:24.937495] [INFO ] [sig       ] [1613/3546] Forecasting IBN...
[2025-12-29T20:24:24.937525] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-29T20:24:24.937554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-29T20:24:24.948658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-29T20:24:24.948994] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-29T20:24:24.949775] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-29T20:24:24.949827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:24.949858] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:24.949884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:24.949941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:25.007143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:25.008117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:25.008204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:25.008257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:25.129081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:25.129231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:25.129268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:25.129296] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:25.132743] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-29T20:24:25.133060] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-29T20:24:25.133185] [INFO ] [sig       ] IBN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:25.277990] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBN.txt
[2025-12-29T20:24:25.278132] [INFO ] [sig       ] [1613/3546] Completed IBN in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:25.278172] [INFO ] [sig       ] [1614/3546] Forecasting IBOC...
[2025-12-29T20:24:25.278201] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-29T20:24:25.278231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-29T20:24:25.289301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-29T20:24:25.289667] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-29T20:24:25.290463] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-29T20:24:25.290515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:25.290546] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:25.290595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:25.290661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:25.349342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:25.350246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:25.350400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:25.350442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:25.468365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:25.468537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:25.468605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:25.468644] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:25.472272] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-29T20:24:25.472609] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-29T20:24:25.472742] [INFO ] [sig       ] IBOC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:25.614690] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IBOC.txt
[2025-12-29T20:24:25.614851] [INFO ] [sig       ] [1614/3546] Completed IBOC in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:25.614890] [INFO ] [sig       ] [1615/3546] Forecasting IBP...
[2025-12-29T20:24:25.614919] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-29T20:24:25.614950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-29T20:24:25.626297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-29T20:24:25.626705] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-29T20:24:25.627554] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-29T20:24:25.627643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:25.627675] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:25.627702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:25.627761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:25.684911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:25.685843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:25.685944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:25.685976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:25.806235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:25.806368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:25.806405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:25.806433] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:25.809783] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-29T20:24:25.810056] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-29T20:24:25.810178] [INFO ] [sig       ] IBP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:25.948610] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IBP.txt
[2025-12-29T20:24:25.948718] [INFO ] [sig       ] [1615/3546] Completed IBP in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:25.948755] [INFO ] [sig       ] [1616/3546] Forecasting IBRX...
[2025-12-29T20:24:25.948797] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-29T20:24:25.948827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-29T20:24:25.960252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-29T20:24:25.960527] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-29T20:24:25.961323] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-29T20:24:25.961375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:25.961406] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:25.961432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:25.961489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:26.018963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:26.019592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:26.019670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:26.019702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:26.137327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:26.137455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:26.137491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:26.137519] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:26.140682] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-29T20:24:26.140946] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-29T20:24:26.141068] [INFO ] [sig       ] IBRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:26.286409] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBRX.txt
[2025-12-29T20:24:26.286607] [INFO ] [sig       ] [1616/3546] Completed IBRX in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:26.286658] [INFO ] [sig       ] [1617/3546] Forecasting IBTG...
[2025-12-29T20:24:26.286691] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-29T20:24:26.286719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-29T20:24:26.299764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-29T20:24:26.300171] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-29T20:24:26.301014] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-29T20:24:26.301068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:26.301100] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:26.301126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:26.301182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:26.358627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:26.359559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:26.359663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:26.359695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:26.480303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:26.480467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:26.480508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:26.480538] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:26.484158] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-29T20:24:26.484478] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-29T20:24:26.484636] [INFO ] [sig       ] IBTG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:26.626714] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBTG.txt
[2025-12-29T20:24:26.626884] [INFO ] [sig       ] [1617/3546] Completed IBTG in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:26.626925] [INFO ] [sig       ] [1618/3546] Forecasting IBTH...
[2025-12-29T20:24:26.626955] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-29T20:24:26.626985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-29T20:24:26.639162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-29T20:24:26.639548] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-29T20:24:26.640390] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-29T20:24:26.640442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:26.640475] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:26.640502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:26.640560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:26.710683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:26.711522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:26.711622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:26.711656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:26.832499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:26.832682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:26.832721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:26.832749] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:26.836646] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-29T20:24:26.836955] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-29T20:24:26.837092] [INFO ] [sig       ] IBTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:26.988284] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IBTH.txt
[2025-12-29T20:24:26.988459] [INFO ] [sig       ] [1618/3546] Completed IBTH in 0.4s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:26.988522] [INFO ] [sig       ] [1619/3546] Forecasting IBTI...
[2025-12-29T20:24:26.988555] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-29T20:24:26.988608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-29T20:24:27.000979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-29T20:24:27.001375] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-29T20:24:27.002259] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-29T20:24:27.002316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:27.002350] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:27.002378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:27.002438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:27.062170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:27.063035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:27.063120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:27.063153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:27.183770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:27.183931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:27.183971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:27.184000] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:27.187549] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-29T20:24:27.187851] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-29T20:24:27.187981] [INFO ] [sig       ] IBTI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:27.335996] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBTI.txt
[2025-12-29T20:24:27.336123] [INFO ] [sig       ] [1619/3546] Completed IBTI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:27.336162] [INFO ] [sig       ] [1620/3546] Forecasting IBTJ...
[2025-12-29T20:24:27.336191] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-29T20:24:27.336221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-29T20:24:27.348961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-29T20:24:27.349588] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-29T20:24:27.350407] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-29T20:24:27.350473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:27.350506] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:27.350532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:27.350612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:27.408695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:27.409326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:27.409405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:27.409436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:27.530157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:27.530297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:27.530335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:27.530364] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:27.533717] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-29T20:24:27.533993] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-29T20:24:27.534118] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:27.672066] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBTJ.txt
[2025-12-29T20:24:27.672194] [INFO ] [sig       ] [1620/3546] Completed IBTJ in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:27.672233] [INFO ] [sig       ] [1621/3546] Forecasting IBTK...
[2025-12-29T20:24:27.672262] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-29T20:24:27.672291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-29T20:24:27.683966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-29T20:24:27.684290] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-29T20:24:27.685134] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-29T20:24:27.685188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:27.685273] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:27.685314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:27.685395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:27.742229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:27.742972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:27.743054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:27.743085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:27.862861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:27.863018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:27.863057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:27.863086] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:27.866439] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-12-29T20:24:27.866726] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-29T20:24:27.866863] [INFO ] [sig       ] IBTK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:28.003801] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IBTK.txt
[2025-12-29T20:24:28.003937] [INFO ] [sig       ] [1621/3546] Completed IBTK in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:28.003976] [INFO ] [sig       ] [1622/3546] Forecasting IBTL...
[2025-12-29T20:24:28.004004] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-29T20:24:28.004032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-29T20:24:28.015559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-29T20:24:28.015925] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-29T20:24:28.016762] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-29T20:24:28.016815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:28.016847] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:28.016873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:28.016931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:28.073244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:28.073942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:28.074033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:28.074065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:28.196609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:28.196757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:28.196795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:28.196823] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:28.200146] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-29T20:24:28.200411] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-29T20:24:28.200533] [INFO ] [sig       ] IBTL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:28.340881] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IBTL.txt
[2025-12-29T20:24:28.341036] [INFO ] [sig       ] [1622/3546] Completed IBTL in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-29T20:24:28.341077] [INFO ] [sig       ] [1623/3546] Forecasting IBTM...
[2025-12-29T20:24:28.341118] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-29T20:24:28.341150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-29T20:24:28.352770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-29T20:24:28.353076] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-29T20:24:28.353922] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-29T20:24:28.353987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:28.354026] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:28.354059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:28.354118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:28.411981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:28.412772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:28.412854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:28.412896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:28.532842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:28.533000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:28.533039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:28.533067] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:28.536676] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=62.47%)
[2025-12-29T20:24:28.536974] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-29T20:24:28.537104] [INFO ] [sig       ] IBTM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:28.709268] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IBTM.txt
[2025-12-29T20:24:28.709459] [INFO ] [sig       ] [1623/3546] Completed IBTM in 0.4s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-29T20:24:28.709522] [INFO ] [sig       ] [1624/3546] Forecasting IBTO...
[2025-12-29T20:24:28.709564] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-29T20:24:28.709628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-29T20:24:28.722792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-29T20:24:28.723159] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-29T20:24:28.724003] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-29T20:24:28.724056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:28.724089] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:28.724116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:28.724174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:28.787499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:28.788457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:28.788564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:28.788631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:28.916958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:28.917113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:28.917153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:28.917212] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:28.920623] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=32.13%)
[2025-12-29T20:24:28.920899] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-29T20:24:28.921025] [INFO ] [sig       ] IBTO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:29.063342] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IBTO.txt
[2025-12-29T20:24:29.063473] [INFO ] [sig       ] [1624/3546] Completed IBTO in 0.4s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-29T20:24:29.063513] [INFO ] [sig       ] [1625/3546] Forecasting ICE...
[2025-12-29T20:24:29.063542] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-29T20:24:29.063587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-29T20:24:29.075162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-29T20:24:29.075453] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-29T20:24:29.076250] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-29T20:24:29.076303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:29.076335] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:29.076362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:29.076420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:29.134990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:29.135620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:29.135698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:29.135730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:29.256498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:29.256662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:29.256704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:29.256733] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:29.260167] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-29T20:24:29.260457] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-29T20:24:29.260605] [INFO ] [sig       ] ICE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:29.402459] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ICE.txt
[2025-12-29T20:24:29.402593] [INFO ] [sig       ] [1625/3546] Completed ICE in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-29T20:24:29.402634] [INFO ] [sig       ] [1626/3546] Forecasting ICFI...
[2025-12-29T20:24:29.402662] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-29T20:24:29.402691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-29T20:24:29.413928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-29T20:24:29.414211] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-29T20:24:29.415002] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-29T20:24:29.415054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:29.415085] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:29.415111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:29.415168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:29.472416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:29.473068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:29.473148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:29.473180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:29.595564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:29.595732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:29.595771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:29.595802] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:29.599444] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=17.63%)
[2025-12-29T20:24:29.599738] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-29T20:24:29.599876] [INFO ] [sig       ] ICFI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:29.744417] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ICFI.txt
[2025-12-29T20:24:29.744545] [INFO ] [sig       ] [1626/3546] Completed ICFI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-29T20:24:29.744601] [INFO ] [sig       ] [1627/3546] Forecasting ICL...
[2025-12-29T20:24:29.744633] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-29T20:24:29.744662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-29T20:24:29.757162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-29T20:24:29.757429] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-29T20:24:29.758209] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-29T20:24:29.758260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:29.758291] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:29.758317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:29.758375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:29.815967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:29.816599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:29.816678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:29.816710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:29.942928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:29.943063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:29.943117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:29.943147] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:29.946447] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-29T20:24:29.946728] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-29T20:24:29.946853] [INFO ] [sig       ] ICL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:30.088157] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ICL.txt
[2025-12-29T20:24:30.088311] [INFO ] [sig       ] [1627/3546] Completed ICL in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-29T20:24:30.088350] [INFO ] [sig       ] [1628/3546] Forecasting ICLN...
[2025-12-29T20:24:30.088381] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-29T20:24:30.088410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-29T20:24:30.099626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-29T20:24:30.099899] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-29T20:24:30.100701] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-29T20:24:30.100753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:30.100784] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:30.100810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:30.100868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:30.158310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:30.159005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:30.159084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:30.159115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:30.280979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:30.281101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:30.281138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:30.281167] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:30.284457] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-12-29T20:24:30.284741] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-29T20:24:30.284864] [INFO ] [sig       ] ICLN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:30.427686] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ICLN.txt
[2025-12-29T20:24:30.427807] [INFO ] [sig       ] [1628/3546] Completed ICLN in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-29T20:24:30.427845] [INFO ] [sig       ] [1629/3546] Forecasting ICMB...
[2025-12-29T20:24:30.427874] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-29T20:24:30.427902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-29T20:24:30.438668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-29T20:24:30.438956] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-29T20:24:30.439752] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-29T20:24:30.439804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:30.439835] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:30.439867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:30.439937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:30.498693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:30.499365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:30.499443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:30.499475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:30.608071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:30.608192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:30.608231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:30.608260] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:30.611597] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-29T20:24:30.611869] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-29T20:24:30.611997] [INFO ] [sig       ] ICMB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:30.753782] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ICMB.txt
[2025-12-29T20:24:30.753915] [INFO ] [sig       ] [1629/3546] Completed ICMB in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-29T20:24:30.753960] [INFO ] [sig       ] [1630/3546] Forecasting ICOP...
[2025-12-29T20:24:30.753997] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-29T20:24:30.754032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-29T20:24:30.765627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-29T20:24:30.765922] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-29T20:24:30.766716] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-29T20:24:30.766768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:30.766799] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:30.766825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:30.766882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:30.823715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:30.824340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:30.824416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:30.824449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:30.939872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:30.939980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:30.940015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:30.940043] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:30.943194] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-29T20:24:30.943455] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-29T20:24:30.943590] [INFO ] [sig       ] ICOP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:31.083762] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ICOP.txt
[2025-12-29T20:24:31.083876] [INFO ] [sig       ] [1630/3546] Completed ICOP in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-29T20:24:31.083916] [INFO ] [sig       ] [1631/3546] Forecasting ICUI...
[2025-12-29T20:24:31.083947] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-29T20:24:31.083976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-29T20:24:31.095648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-29T20:24:31.095911] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-29T20:24:31.096705] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-29T20:24:31.096757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:31.096800] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:31.096829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:31.096889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:31.157098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:31.157769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:31.157870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:31.157903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:31.272934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:31.273057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:31.273093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:31.273121] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:31.276317] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-29T20:24:31.276598] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-29T20:24:31.276722] [INFO ] [sig       ] ICUI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:31.418164] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ICUI.txt
[2025-12-29T20:24:31.418277] [INFO ] [sig       ] [1631/3546] Completed ICUI in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:31.418316] [INFO ] [sig       ] [1632/3546] Forecasting IDA...
[2025-12-29T20:24:31.418344] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-29T20:24:31.418373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-29T20:24:31.429808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-29T20:24:31.430098] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-29T20:24:31.430887] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-29T20:24:31.430939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:31.430971] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:31.430997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:31.431054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:31.488698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:31.489326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:31.489405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:31.489438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:31.606862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:31.607009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:31.607049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:31.607079] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:31.610520] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-29T20:24:31.610814] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-29T20:24:31.610940] [INFO ] [sig       ] IDA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:31.759287] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IDA.txt
[2025-12-29T20:24:31.759415] [INFO ] [sig       ] [1632/3546] Completed IDA in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:31.759454] [INFO ] [sig       ] [1633/3546] Forecasting IDAI...
[2025-12-29T20:24:31.759482] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-29T20:24:31.759511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-29T20:24:31.770604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-29T20:24:31.770902] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-29T20:24:31.771695] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-29T20:24:31.771746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:31.771777] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:31.771803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:31.771860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:31.832532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:31.833236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:31.833318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:31.833351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:31.950972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:31.951100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:31.951137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:31.951167] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:31.954502] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-29T20:24:31.954794] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-29T20:24:31.954922] [INFO ] [sig       ] IDAI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:32.098727] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IDAI.txt
[2025-12-29T20:24:32.098865] [INFO ] [sig       ] [1633/3546] Completed IDAI in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:32.098905] [INFO ] [sig       ] [1634/3546] Forecasting IDCC...
[2025-12-29T20:24:32.098935] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-29T20:24:32.098967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-29T20:24:32.110632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-29T20:24:32.110910] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-29T20:24:32.111747] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-29T20:24:32.111801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:32.111834] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:32.111861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:32.111919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:32.171488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:32.172142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:32.172221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:32.172256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:32.292681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:32.292800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:32.292838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:32.292867] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:32.296158] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-12-29T20:24:32.296598] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-29T20:24:32.296726] [INFO ] [sig       ] IDCC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:32.444937] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IDCC.txt
[2025-12-29T20:24:32.445079] [INFO ] [sig       ] [1634/3546] Completed IDCC in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:32.445118] [INFO ] [sig       ] [1635/3546] Forecasting IDE...
[2025-12-29T20:24:32.445155] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-29T20:24:32.445184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-29T20:24:32.456208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-29T20:24:32.456509] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-29T20:24:32.457321] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-29T20:24:32.457375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:32.457408] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:32.457436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:32.457496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:32.524099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:32.525021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:32.525106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:32.525139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:32.656464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:32.656637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:32.656679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:32.656708] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:32.660140] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-29T20:24:32.660439] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-29T20:24:32.660570] [INFO ] [sig       ] IDE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:32.809867] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IDE.txt
[2025-12-29T20:24:32.810037] [INFO ] [sig       ] [1635/3546] Completed IDE in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:32.810088] [INFO ] [sig       ] [1636/3546] Forecasting IDN...
[2025-12-29T20:24:32.810128] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-29T20:24:32.810160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-29T20:24:32.821928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-29T20:24:32.822234] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-29T20:24:32.823108] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-29T20:24:32.823164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:32.823205] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:32.823238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:32.823298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:32.885036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:32.885935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:32.886021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:32.886059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:33.006891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:33.007047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:33.007087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:33.007116] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:33.010639] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=51.43%)
[2025-12-29T20:24:33.010916] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-29T20:24:33.011047] [INFO ] [sig       ] IDN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:33.164612] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IDN.txt
[2025-12-29T20:24:33.164784] [INFO ] [sig       ] [1636/3546] Completed IDN in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:33.164825] [INFO ] [sig       ] [1637/3546] Forecasting IDXX...
[2025-12-29T20:24:33.164856] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-29T20:24:33.164892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-29T20:24:33.176333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-29T20:24:33.176625] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-29T20:24:33.177626] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-29T20:24:33.177678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:33.177709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:33.177735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:33.177793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:33.237664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:33.238782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:33.238882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:33.238915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:33.358549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:33.358717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:33.358755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:33.358803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:33.362124] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-29T20:24:33.362390] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-29T20:24:33.362511] [INFO ] [sig       ] IDXX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:33.511394] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IDXX.txt
[2025-12-29T20:24:33.511558] [INFO ] [sig       ] [1637/3546] Completed IDXX in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:33.511621] [INFO ] [sig       ] [1638/3546] Forecasting IDYA...
[2025-12-29T20:24:33.511653] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-29T20:24:33.511683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-29T20:24:33.524110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-29T20:24:33.524420] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-29T20:24:33.525257] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-29T20:24:33.525313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:33.525373] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:33.525403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:33.525463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:33.595316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:33.596170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:33.596257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:33.596290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:33.718937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:33.719091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:33.719137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:33.719183] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:33.722649] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-29T20:24:33.722934] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-29T20:24:33.723068] [INFO ] [sig       ] IDYA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:33.867627] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IDYA.txt
[2025-12-29T20:24:33.867802] [INFO ] [sig       ] [1638/3546] Completed IDYA in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:33.867844] [INFO ] [sig       ] [1639/3546] Forecasting IEF...
[2025-12-29T20:24:33.867876] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-29T20:24:33.867907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-29T20:24:33.885239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-29T20:24:33.885650] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-29T20:24:33.886510] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-29T20:24:33.886563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:33.886620] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:33.886648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:33.886707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:33.944185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:33.945098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:33.945184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:33.945219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:34.069486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:34.069665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:34.069706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:34.069734] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:34.073316] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-29T20:24:34.073681] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-29T20:24:34.073831] [INFO ] [sig       ] IEF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:34.233788] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IEF.txt
[2025-12-29T20:24:34.234022] [INFO ] [sig       ] [1639/3546] Completed IEF in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-29T20:24:34.234087] [INFO ] [sig       ] [1640/3546] Forecasting IEI...
[2025-12-29T20:24:34.234133] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-29T20:24:34.234180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-29T20:24:34.248984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-29T20:24:34.249467] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-29T20:24:34.250634] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-29T20:24:34.250711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:34.250754] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:34.250789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:34.250868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:34.316926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:34.317959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:34.318060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:34.318116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:34.468185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:34.468378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:34.468439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:34.468488] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:34.474129] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=39.18%)
[2025-12-29T20:24:34.474706] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-29T20:24:34.474922] [INFO ] [sig       ] IEI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:34.689166] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IEI.txt
[2025-12-29T20:24:34.689411] [INFO ] [sig       ] [1640/3546] Completed IEI in 0.5s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-29T20:24:34.689465] [INFO ] [sig       ] [1641/3546] Forecasting IEP...
[2025-12-29T20:24:34.689502] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-29T20:24:34.689542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-29T20:24:34.708031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-29T20:24:34.708525] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-29T20:24:34.709755] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-29T20:24:34.709826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:34.709862] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:34.709892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:34.709965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:34.780061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:34.781163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:34.781291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:34.781331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:34.931896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:34.932084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:34.932130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:34.932210] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:34.936685] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-29T20:24:34.937063] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-29T20:24:34.937230] [INFO ] [sig       ] IEP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:35.117940] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IEP.txt
[2025-12-29T20:24:35.118155] [INFO ] [sig       ] [1641/3546] Completed IEP in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-29T20:24:35.118202] [INFO ] [sig       ] [1642/3546] Forecasting IESC...
[2025-12-29T20:24:35.118235] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-29T20:24:35.118270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-29T20:24:35.131330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-29T20:24:35.131748] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-29T20:24:35.132622] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-29T20:24:35.132676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:35.132708] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:35.132748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:35.132808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:35.190741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:35.191735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:35.191832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:35.191866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:35.321084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:35.321261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:35.321310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:35.321341] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:35.325280] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-12-29T20:24:35.325622] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-29T20:24:35.325784] [INFO ] [sig       ] IESC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:35.468389] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IESC.txt
[2025-12-29T20:24:35.468554] [INFO ] [sig       ] [1642/3546] Completed IESC in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-29T20:24:35.468614] [INFO ] [sig       ] [1643/3546] Forecasting IEX...
[2025-12-29T20:24:35.468648] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-29T20:24:35.468678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-29T20:24:35.481348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-29T20:24:35.481779] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-29T20:24:35.482674] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-29T20:24:35.482728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:35.482761] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:35.482788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:35.482848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:35.544787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:35.545721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:35.545805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:35.545838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:35.671260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:35.671421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:35.671462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:35.671491] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:35.674959] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2025-12-29T20:24:35.675243] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-29T20:24:35.675372] [INFO ] [sig       ] IEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:35.820145] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IEX.txt
[2025-12-29T20:24:35.820308] [INFO ] [sig       ] [1643/3546] Completed IEX in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-29T20:24:35.820348] [INFO ] [sig       ] [1644/3546] Forecasting IFF...
[2025-12-29T20:24:35.820377] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-29T20:24:35.820407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-29T20:24:35.831748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-29T20:24:35.832102] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-29T20:24:35.832953] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-29T20:24:35.833008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:35.833042] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:35.833068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:35.833125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:35.892661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:35.893548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:35.893653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:35.893687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:36.018517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:36.018696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:36.018736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:36.018785] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:36.022188] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-29T20:24:36.022465] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-29T20:24:36.022613] [INFO ] [sig       ] IFF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:36.169489] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IFF.txt
[2025-12-29T20:24:36.169672] [INFO ] [sig       ] [1644/3546] Completed IFF in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-29T20:24:36.169715] [INFO ] [sig       ] [1645/3546] Forecasting IFN...
[2025-12-29T20:24:36.169744] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-29T20:24:36.169772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-29T20:24:36.181923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-29T20:24:36.182490] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-29T20:24:36.183488] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-29T20:24:36.183541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:36.183601] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:36.183632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:36.183690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:36.244956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:36.245838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:36.245931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:36.245963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:36.380301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:36.380453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:36.380494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:36.380525] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:36.384298] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-29T20:24:36.384594] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-29T20:24:36.384726] [INFO ] [sig       ] IFN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:36.539066] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IFN.txt
[2025-12-29T20:24:36.539202] [INFO ] [sig       ] [1645/3546] Completed IFN in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-29T20:24:36.539243] [INFO ] [sig       ] [1646/3546] Forecasting IFS...
[2025-12-29T20:24:36.539274] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-29T20:24:36.539304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-29T20:24:36.550420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-29T20:24:36.550845] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-29T20:24:36.551811] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-29T20:24:36.551865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:36.551896] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:36.551924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:36.551984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:36.612465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:36.613288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:36.613371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:36.613403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:36.732503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:36.732665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:36.732706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:36.732735] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:36.736175] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-12-29T20:24:36.736450] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-29T20:24:36.736592] [INFO ] [sig       ] IFS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:36.876210] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IFS.txt
[2025-12-29T20:24:36.876343] [INFO ] [sig       ] [1646/3546] Completed IFS in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-29T20:24:36.876383] [INFO ] [sig       ] [1647/3546] Forecasting IGA...
[2025-12-29T20:24:36.876411] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-29T20:24:36.876441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-29T20:24:36.887654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-29T20:24:36.887952] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-29T20:24:36.888739] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-29T20:24:36.888812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:36.888844] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:36.888870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:36.888926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:36.948412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:36.949331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:36.949411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:36.949443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:37.072002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:37.072188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:37.072228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:37.072256] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:37.075692] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-29T20:24:37.075983] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-29T20:24:37.076114] [INFO ] [sig       ] IGA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:37.219891] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IGA.txt
[2025-12-29T20:24:37.220027] [INFO ] [sig       ] [1647/3546] Completed IGA in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-29T20:24:37.220065] [INFO ] [sig       ] [1648/3546] Forecasting IGD...
[2025-12-29T20:24:37.220095] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-29T20:24:37.220125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-29T20:24:37.231018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-29T20:24:37.231334] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-29T20:24:37.232209] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-29T20:24:37.232264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:37.232296] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:37.232324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:37.232382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:37.291396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:37.292263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:37.292378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:37.292427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:37.415202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:37.415369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:37.415418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:37.415449] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:37.419275] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-29T20:24:37.419564] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-29T20:24:37.419709] [INFO ] [sig       ] IGD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:37.577456] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IGD.txt
[2025-12-29T20:24:37.577626] [INFO ] [sig       ] [1648/3546] Completed IGD in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:37.577668] [INFO ] [sig       ] [1649/3546] Forecasting IGF...
[2025-12-29T20:24:37.577698] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-29T20:24:37.577729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-29T20:24:37.589866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-29T20:24:37.590235] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-29T20:24:37.591094] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-29T20:24:37.591165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:37.591211] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:37.591239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:37.591302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:37.648217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:37.649414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:37.649656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:37.649693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:37.768465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:37.768630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:37.768677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:37.768705] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:37.772443] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=82.27%)
[2025-12-29T20:24:37.772752] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-29T20:24:37.772878] [INFO ] [sig       ] IGF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:37.914743] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IGF.txt
[2025-12-29T20:24:37.914874] [INFO ] [sig       ] [1649/3546] Completed IGF in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:37.914913] [INFO ] [sig       ] [1650/3546] Forecasting IGI...
[2025-12-29T20:24:37.914941] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-29T20:24:37.914970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-29T20:24:37.927256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-29T20:24:37.927616] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-29T20:24:37.928479] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-29T20:24:37.928534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:37.928567] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:37.928613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:37.928672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:37.987374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:37.988293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:37.988380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:37.988415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:38.094126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:38.094283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:38.094324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:38.094353] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:38.097968] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2025-12-29T20:24:38.098426] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-29T20:24:38.098550] [INFO ] [sig       ] IGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:38.240368] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IGI.txt
[2025-12-29T20:24:38.240501] [INFO ] [sig       ] [1650/3546] Completed IGI in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:38.240540] [INFO ] [sig       ] [1651/3546] Forecasting IGIB...
[2025-12-29T20:24:38.240584] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-29T20:24:38.240617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-29T20:24:38.253636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-29T20:24:38.253943] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-29T20:24:38.254790] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-29T20:24:38.254843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:38.254873] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:38.254900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:38.254956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:38.312791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:38.313451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:38.313531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:38.313565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:38.437559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:38.437720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:38.437800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:38.437831] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:38.441407] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=67.55%)
[2025-12-29T20:24:38.441715] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-29T20:24:38.441845] [INFO ] [sig       ] IGIB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:38.589452] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IGIB.txt
[2025-12-29T20:24:38.589680] [INFO ] [sig       ] [1651/3546] Completed IGIB in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:38.589723] [INFO ] [sig       ] [1652/3546] Forecasting IGIC...
[2025-12-29T20:24:38.589752] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-29T20:24:38.589782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-29T20:24:38.601863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-29T20:24:38.602243] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-29T20:24:38.603144] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-29T20:24:38.603199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:38.603231] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:38.603259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:38.603318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:38.662033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:38.662914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:38.662999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:38.663033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:38.787736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:38.787978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:38.788032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:38.788063] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:38.792086] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-29T20:24:38.792406] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-29T20:24:38.792563] [INFO ] [sig       ] IGIC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:38.935620] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IGIC.txt
[2025-12-29T20:24:38.935786] [INFO ] [sig       ] [1652/3546] Completed IGIC in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:38.935836] [INFO ] [sig       ] [1653/3546] Forecasting IGSB...
[2025-12-29T20:24:38.935871] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-29T20:24:38.935902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-29T20:24:38.947980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-29T20:24:38.948343] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-29T20:24:38.949199] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-29T20:24:38.949254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:38.949287] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:38.949315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:38.949374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:39.012354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:39.013520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:39.013637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:39.013673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:39.139614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:39.139768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:39.139812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:39.139842] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:39.143459] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-29T20:24:39.143788] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-29T20:24:39.143920] [INFO ] [sig       ] IGSB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:39.296347] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IGSB.txt
[2025-12-29T20:24:39.296518] [INFO ] [sig       ] [1653/3546] Completed IGSB in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:39.296560] [INFO ] [sig       ] [1654/3546] Forecasting IHD...
[2025-12-29T20:24:39.296610] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-29T20:24:39.296642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-29T20:24:39.311241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-29T20:24:39.311599] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-29T20:24:39.312400] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-29T20:24:39.312454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:39.312487] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:39.312514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:39.312591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:39.369653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:39.370450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:39.370534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:39.370567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:39.492989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:39.493147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:39.493187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:39.493218] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:39.497476] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-29T20:24:39.497818] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-29T20:24:39.497959] [INFO ] [sig       ] IHD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:39.641754] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IHD.txt
[2025-12-29T20:24:39.641939] [INFO ] [sig       ] [1654/3546] Completed IHD in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:39.641979] [INFO ] [sig       ] [1655/3546] Forecasting IHG...
[2025-12-29T20:24:39.642008] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-29T20:24:39.642039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-29T20:24:39.654314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-29T20:24:39.654733] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-29T20:24:39.655604] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-29T20:24:39.655660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:39.655751] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:39.655781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:39.655840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:39.715089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:39.716020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:39.716108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:39.716140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:39.839336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:39.839492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:39.839531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:39.839560] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:39.843088] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=55.75%)
[2025-12-29T20:24:39.843388] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-29T20:24:39.843522] [INFO ] [sig       ] IHG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:39.989368] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IHG.txt
[2025-12-29T20:24:39.989541] [INFO ] [sig       ] [1655/3546] Completed IHG in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:39.989603] [INFO ] [sig       ] [1656/3546] Forecasting IHS...
[2025-12-29T20:24:39.989635] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-29T20:24:39.989664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-29T20:24:40.002684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-29T20:24:40.003121] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-29T20:24:40.004047] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-29T20:24:40.004103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:40.004135] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:40.004161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:40.004220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:40.065981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:40.066985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:40.067093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:40.067146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:40.189800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:40.189959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:40.190000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:40.190027] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:40.193464] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-29T20:24:40.193798] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-29T20:24:40.193937] [INFO ] [sig       ] IHS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:40.334314] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IHS.txt
[2025-12-29T20:24:40.334475] [INFO ] [sig       ] [1656/3546] Completed IHS in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:40.334514] [INFO ] [sig       ] [1657/3546] Forecasting IIF...
[2025-12-29T20:24:40.334544] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-29T20:24:40.334591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-29T20:24:40.345887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-29T20:24:40.346243] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-29T20:24:40.347054] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-29T20:24:40.347107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:40.347144] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:40.347170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:40.347228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:40.404541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:40.405249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:40.405328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:40.405359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:40.518036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:40.518195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:40.518241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:40.518275] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:40.521716] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=45.99%)
[2025-12-29T20:24:40.521991] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-29T20:24:40.522118] [INFO ] [sig       ] IIF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:40.663363] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IIF.txt
[2025-12-29T20:24:40.663530] [INFO ] [sig       ] [1657/3546] Completed IIF in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-29T20:24:40.663584] [INFO ] [sig       ] [1658/3546] Forecasting III...
[2025-12-29T20:24:40.663618] [INFO ] [sig       ] Generating forecast for: III
[2025-12-29T20:24:40.663649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-29T20:24:40.675407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-29T20:24:40.675794] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-29T20:24:40.676664] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-29T20:24:40.676717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:40.676748] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:40.676775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:40.676839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:40.732655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:40.733539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:40.733647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:40.733680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:40.849623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:40.849785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:40.849826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:40.849854] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:40.853382] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-29T20:24:40.853713] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-29T20:24:40.853852] [INFO ] [sig       ] III: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:40.993007] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/III.txt
[2025-12-29T20:24:40.993166] [INFO ] [sig       ] [1658/3546] Completed III in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-29T20:24:40.993214] [INFO ] [sig       ] [1659/3546] Forecasting IIIN...
[2025-12-29T20:24:40.993274] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-29T20:24:40.993312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-29T20:24:41.004548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-29T20:24:41.004895] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-29T20:24:41.005698] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-29T20:24:41.005751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:41.005781] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:41.005807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:41.005863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:41.061727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:41.062569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:41.062674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:41.062714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:41.180783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:41.180930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:41.180968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:41.180996] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:41.184290] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-12-29T20:24:41.184561] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-29T20:24:41.184712] [INFO ] [sig       ] IIIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:41.323643] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IIIN.txt
[2025-12-29T20:24:41.323805] [INFO ] [sig       ] [1659/3546] Completed IIIN in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-29T20:24:41.323847] [INFO ] [sig       ] [1660/3546] Forecasting IIM...
[2025-12-29T20:24:41.323877] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-29T20:24:41.323907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-29T20:24:41.335946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-29T20:24:41.336300] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-29T20:24:41.337129] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-29T20:24:41.337183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:41.337215] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:41.337241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:41.337299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:41.396940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:41.397908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:41.397991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:41.398022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:41.512481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:41.512649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:41.512691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:41.512719] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:41.516115] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-29T20:24:41.516394] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-29T20:24:41.516519] [INFO ] [sig       ] IIM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:41.654033] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IIM.txt
[2025-12-29T20:24:41.654184] [INFO ] [sig       ] [1660/3546] Completed IIM in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-29T20:24:41.654223] [INFO ] [sig       ] [1661/3546] Forecasting ILMN...
[2025-12-29T20:24:41.654251] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-29T20:24:41.654281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-29T20:24:41.665561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-29T20:24:41.665907] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-29T20:24:41.666716] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-29T20:24:41.666768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:41.666799] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:41.666825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:41.666882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:41.722517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:41.723252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:41.723332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:41.723365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:41.846080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:41.846233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:41.846272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:41.846299] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:41.849630] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-12-29T20:24:41.849906] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-29T20:24:41.850032] [INFO ] [sig       ] ILMN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:41.987788] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ILMN.txt
[2025-12-29T20:24:41.987924] [INFO ] [sig       ] [1661/3546] Completed ILMN in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-29T20:24:41.987964] [INFO ] [sig       ] [1662/3546] Forecasting IMAX...
[2025-12-29T20:24:41.987992] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-29T20:24:41.988020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-29T20:24:41.999317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-29T20:24:41.999676] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-29T20:24:42.000484] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-29T20:24:42.000538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:42.000590] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:42.000633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:42.000695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:42.060162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:42.060993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:42.061074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:42.061107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:42.182398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:42.182550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:42.182609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:42.182657] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:42.186196] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-29T20:24:42.186502] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-29T20:24:42.186657] [INFO ] [sig       ] IMAX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:42.336305] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IMAX.txt
[2025-12-29T20:24:42.336451] [INFO ] [sig       ] [1662/3546] Completed IMAX in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-29T20:24:42.336492] [INFO ] [sig       ] [1663/3546] Forecasting IMKTA...
[2025-12-29T20:24:42.336523] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-29T20:24:42.336554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-29T20:24:42.348387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-29T20:24:42.348718] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-29T20:24:42.349559] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-29T20:24:42.349631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:42.349663] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:42.349689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:42.349749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:42.412123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:42.412988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:42.413089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:42.413142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:42.537539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:42.537710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:42.537753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:42.537791] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:42.541530] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-12-29T20:24:42.541859] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-29T20:24:42.542004] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:42.694966] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IMKTA.txt
[2025-12-29T20:24:42.695115] [INFO ] [sig       ] [1663/3546] Completed IMKTA in 0.4s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-29T20:24:42.695165] [INFO ] [sig       ] [1664/3546] Forecasting IMMP...
[2025-12-29T20:24:42.695201] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-29T20:24:42.695237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-29T20:24:42.710074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-29T20:24:42.710422] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-29T20:24:42.711223] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-29T20:24:42.711276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:42.711307] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:42.711334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:42.711391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:42.768337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:42.769173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:42.769275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:42.769309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:42.885830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:42.885983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:42.886023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:42.886051] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:42.889419] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-29T20:24:42.889872] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-29T20:24:42.890001] [INFO ] [sig       ] IMMP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:43.030127] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IMMP.txt
[2025-12-29T20:24:43.030265] [INFO ] [sig       ] [1664/3546] Completed IMMP in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-29T20:24:43.030305] [INFO ] [sig       ] [1665/3546] Forecasting IMMX...
[2025-12-29T20:24:43.030333] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-29T20:24:43.030361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-29T20:24:43.042139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-29T20:24:43.042443] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-29T20:24:43.043233] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-29T20:24:43.043285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:43.043316] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:43.043343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:43.043400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:43.100051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:43.100960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:43.101068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:43.101101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:43.223046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:43.223198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:43.223237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:43.223265] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:43.227335] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-29T20:24:43.227815] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-29T20:24:43.227942] [INFO ] [sig       ] IMMX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:43.368560] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IMMX.txt
[2025-12-29T20:24:43.368718] [INFO ] [sig       ] [1665/3546] Completed IMMX in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:43.368757] [INFO ] [sig       ] [1666/3546] Forecasting IMNM...
[2025-12-29T20:24:43.368801] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-29T20:24:43.368831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-29T20:24:43.383731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-29T20:24:43.384106] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-29T20:24:43.384957] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-29T20:24:43.385010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:43.385041] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:43.385078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:43.385144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:43.441018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:43.441795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:43.441888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:43.441920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:43.573348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:43.573516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:43.573589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:43.573626] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:43.577346] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-12-29T20:24:43.577653] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-29T20:24:43.577785] [INFO ] [sig       ] IMNM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:43.725529] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IMNM.txt
[2025-12-29T20:24:43.725689] [INFO ] [sig       ] [1666/3546] Completed IMNM in 0.4s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:43.725730] [INFO ] [sig       ] [1667/3546] Forecasting IMNN...
[2025-12-29T20:24:43.725759] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-29T20:24:43.725788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-29T20:24:43.737684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-29T20:24:43.737998] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-29T20:24:43.738816] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-29T20:24:43.738868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:43.738898] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:43.738924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:43.738981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:43.794924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:43.795709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:43.795793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:43.795825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:43.915849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:43.916005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:43.916044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:43.916071] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:43.919489] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-12-29T20:24:43.919788] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-29T20:24:43.919915] [INFO ] [sig       ] IMNN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:44.068226] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IMNN.txt
[2025-12-29T20:24:44.068412] [INFO ] [sig       ] [1667/3546] Completed IMNN in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:44.068458] [INFO ] [sig       ] [1668/3546] Forecasting IMOS...
[2025-12-29T20:24:44.068499] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-29T20:24:44.068531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-29T20:24:44.081698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-29T20:24:44.082084] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-29T20:24:44.083027] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-29T20:24:44.083092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:44.083134] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:44.083173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:44.083245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:44.146138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:44.146960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:44.147050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:44.147082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:44.267649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:44.267803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:44.267843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:44.267873] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:44.271832] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-12-29T20:24:44.272145] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-29T20:24:44.272284] [INFO ] [sig       ] IMOS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:44.454398] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IMOS.txt
[2025-12-29T20:24:44.454828] [INFO ] [sig       ] [1668/3546] Completed IMOS in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:44.454885] [INFO ] [sig       ] [1669/3546] Forecasting IMPP...
[2025-12-29T20:24:44.454922] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-29T20:24:44.454966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-29T20:24:44.470565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-29T20:24:44.471038] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-29T20:24:44.472081] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-29T20:24:44.472144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:44.472183] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:44.472218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:44.472301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:44.539127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:44.540030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:44.540116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:44.540148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:44.658046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:44.658201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:44.658239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:44.658267] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:44.661619] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=35.27%)
[2025-12-29T20:24:44.661889] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-29T20:24:44.662013] [INFO ] [sig       ] IMPP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:44.800993] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IMPP.txt
[2025-12-29T20:24:44.801126] [INFO ] [sig       ] [1669/3546] Completed IMPP in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:44.801166] [INFO ] [sig       ] [1670/3546] Forecasting IMRX...
[2025-12-29T20:24:44.801201] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-29T20:24:44.801231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-29T20:24:44.812518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-29T20:24:44.812804] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-29T20:24:44.813600] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-29T20:24:44.813653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:44.813685] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:44.813710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:44.813767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:44.870959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:44.871683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:44.871762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:44.871795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:44.988042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:44.988193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:44.988232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:44.988260] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:44.991666] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-12-29T20:24:44.991936] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-29T20:24:44.992059] [INFO ] [sig       ] IMRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:45.136374] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IMRX.txt
[2025-12-29T20:24:45.136545] [INFO ] [sig       ] [1670/3546] Completed IMRX in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:45.136604] [INFO ] [sig       ] [1671/3546] Forecasting IMTX...
[2025-12-29T20:24:45.136636] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-29T20:24:45.136665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-29T20:24:45.148276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-29T20:24:45.148667] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-29T20:24:45.149495] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-29T20:24:45.149549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:45.149614] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:45.149644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:45.149703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:45.208366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:45.209280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:45.209397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:45.209433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:45.338166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:45.338328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:45.338370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:45.338400] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:45.342381] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-29T20:24:45.342766] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-29T20:24:45.342916] [INFO ] [sig       ] IMTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:45.495303] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IMTX.txt
[2025-12-29T20:24:45.495478] [INFO ] [sig       ] [1671/3546] Completed IMTX in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:45.495546] [INFO ] [sig       ] [1672/3546] Forecasting IMXI...
[2025-12-29T20:24:45.495611] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-29T20:24:45.495644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-29T20:24:45.508155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-29T20:24:45.508509] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-29T20:24:45.509480] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-29T20:24:45.509534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:45.509619] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:45.509649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:45.509707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:45.571232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:45.572087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:45.572171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:45.572205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:45.693525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:45.693699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:45.693739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:45.693768] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:45.697108] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-29T20:24:45.697383] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-29T20:24:45.697508] [INFO ] [sig       ] IMXI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:45.838256] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IMXI.txt
[2025-12-29T20:24:45.838406] [INFO ] [sig       ] [1672/3546] Completed IMXI in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:45.838444] [INFO ] [sig       ] [1673/3546] Forecasting INAB...
[2025-12-29T20:24:45.838473] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-29T20:24:45.838503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-29T20:24:45.850254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-29T20:24:45.850625] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-29T20:24:45.851469] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-29T20:24:45.851522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:45.851555] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:45.851619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:45.851697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:45.915918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:45.916850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:45.916945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:45.916996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:46.044065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:46.044238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:46.044286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:46.044331] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:46.047898] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-29T20:24:46.048235] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-29T20:24:46.048377] [INFO ] [sig       ] INAB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:46.192410] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INAB.txt
[2025-12-29T20:24:46.192553] [INFO ] [sig       ] [1673/3546] Completed INAB in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:46.192623] [INFO ] [sig       ] [1674/3546] Forecasting INBK...
[2025-12-29T20:24:46.192655] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-29T20:24:46.192683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-29T20:24:46.204996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-29T20:24:46.205385] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-29T20:24:46.206251] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-29T20:24:46.206306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:46.206339] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:46.206366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:46.206424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:46.265115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:46.265874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:46.265960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:46.265993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:46.388970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:46.389130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:46.389171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:46.389199] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:46.392594] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2025-12-29T20:24:46.392877] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-29T20:24:46.393001] [INFO ] [sig       ] INBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:46.560876] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INBK.txt
[2025-12-29T20:24:46.561037] [INFO ] [sig       ] [1674/3546] Completed INBK in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-29T20:24:46.561077] [INFO ] [sig       ] [1675/3546] Forecasting INBX...
[2025-12-29T20:24:46.561106] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-29T20:24:46.561139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-29T20:24:46.573153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-29T20:24:46.573421] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-29T20:24:46.574211] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-29T20:24:46.574263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:46.574294] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:46.574319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:46.574376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:46.632334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:46.633135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:46.633215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:46.633274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:46.749586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:46.749743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:46.749785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:46.749847] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:46.753315] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2025-12-29T20:24:46.753608] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-29T20:24:46.753742] [INFO ] [sig       ] INBX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:46.892813] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INBX.txt
[2025-12-29T20:24:46.892939] [INFO ] [sig       ] [1675/3546] Completed INBX in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-29T20:24:46.892977] [INFO ] [sig       ] [1676/3546] Forecasting INCY...
[2025-12-29T20:24:46.893006] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-29T20:24:46.893035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-29T20:24:46.903941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-29T20:24:46.904213] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-29T20:24:46.905035] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-29T20:24:46.905088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:46.905119] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:46.905145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:46.905203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:46.964823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:46.965723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:46.965807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:46.965842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:47.083621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:47.083778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:47.083817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:47.083846] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:47.087696] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-29T20:24:47.087976] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-29T20:24:47.088108] [INFO ] [sig       ] INCY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:47.231452] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INCY.txt
[2025-12-29T20:24:47.231618] [INFO ] [sig       ] [1676/3546] Completed INCY in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-29T20:24:47.231661] [INFO ] [sig       ] [1677/3546] Forecasting INDB...
[2025-12-29T20:24:47.231694] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-29T20:24:47.231736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-29T20:24:47.243476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-29T20:24:47.243831] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-29T20:24:47.244664] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-29T20:24:47.244717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:47.244750] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:47.244789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:47.244850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:47.301108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:47.301879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:47.301962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:47.301994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:47.431307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:47.431464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:47.431504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:47.431535] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:47.435061] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-29T20:24:47.435350] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-29T20:24:47.435481] [INFO ] [sig       ] INDB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:47.584070] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INDB.txt
[2025-12-29T20:24:47.584223] [INFO ] [sig       ] [1677/3546] Completed INDB in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-29T20:24:47.584266] [INFO ] [sig       ] [1678/3546] Forecasting INDI...
[2025-12-29T20:24:47.584296] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-29T20:24:47.584327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-29T20:24:47.595992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-29T20:24:47.596312] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-29T20:24:47.597137] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-29T20:24:47.597193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:47.597226] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:47.597253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:47.597312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:47.656459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:47.657334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:47.657420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:47.657453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:47.779710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:47.779863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:47.779909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:47.779951] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:47.783428] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-29T20:24:47.783730] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-29T20:24:47.783856] [INFO ] [sig       ] INDI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:47.929677] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INDI.txt
[2025-12-29T20:24:47.929827] [INFO ] [sig       ] [1678/3546] Completed INDI in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-29T20:24:47.929866] [INFO ] [sig       ] [1679/3546] Forecasting INDP...
[2025-12-29T20:24:47.929899] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-29T20:24:47.929929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-29T20:24:47.941314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-29T20:24:47.941640] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-29T20:24:47.942472] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-29T20:24:47.942528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:47.942561] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:47.942610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:47.942671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:48.002560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:48.003287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:48.003369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:48.003403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:48.111200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:48.111357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:48.111397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:48.111428] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:48.114935] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=81.91%)
[2025-12-29T20:24:48.115212] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-29T20:24:48.115342] [INFO ] [sig       ] INDP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:48.258501] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INDP.txt
[2025-12-29T20:24:48.258654] [INFO ] [sig       ] [1679/3546] Completed INDP in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-29T20:24:48.258696] [INFO ] [sig       ] [1680/3546] Forecasting INDY...
[2025-12-29T20:24:48.258726] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-29T20:24:48.258756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-29T20:24:48.270054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-29T20:24:48.270375] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-29T20:24:48.271203] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-29T20:24:48.271255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:48.271291] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:48.271334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:48.271398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:48.331489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:48.332204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:48.332285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:48.332319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:48.456378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:48.456537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:48.456598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:48.456631] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:48.460206] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-29T20:24:48.460513] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-29T20:24:48.460670] [INFO ] [sig       ] INDY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:48.611426] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INDY.txt
[2025-12-29T20:24:48.611609] [INFO ] [sig       ] [1680/3546] Completed INDY in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-29T20:24:48.611652] [INFO ] [sig       ] [1681/3546] Forecasting INFY...
[2025-12-29T20:24:48.611682] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-29T20:24:48.611721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-29T20:24:48.623764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-29T20:24:48.624039] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-29T20:24:48.624871] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-29T20:24:48.624925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:48.624957] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:48.624985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:48.625044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:48.684249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:48.684901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:48.684980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:48.685013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:48.806737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:48.806899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:48.806945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:48.806974] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:48.810421] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-29T20:24:48.810716] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-29T20:24:48.810844] [INFO ] [sig       ] INFY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:48.955675] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INFY.txt
[2025-12-29T20:24:48.955812] [INFO ] [sig       ] [1681/3546] Completed INFY in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-29T20:24:48.955850] [INFO ] [sig       ] [1682/3546] Forecasting ING...
[2025-12-29T20:24:48.955880] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-29T20:24:48.955909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-29T20:24:48.967367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-29T20:24:48.967675] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-29T20:24:48.968442] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-29T20:24:48.968706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:48.968739] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:48.968786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:48.968845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:49.026660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:49.027362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:49.027470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:49.027503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:49.154256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:49.154454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:49.154504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:49.154534] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:49.158544] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-12-29T20:24:49.158899] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-29T20:24:49.159033] [INFO ] [sig       ] ING: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:49.330352] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ING.txt
[2025-12-29T20:24:49.330524] [INFO ] [sig       ] [1682/3546] Completed ING in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:49.330566] [INFO ] [sig       ] [1683/3546] Forecasting INGN...
[2025-12-29T20:24:49.330617] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-29T20:24:49.330649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-29T20:24:49.342117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-29T20:24:49.342455] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-29T20:24:49.343286] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-29T20:24:49.343345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:49.343376] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:49.343404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:49.343462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:49.404669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:49.405493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:49.405594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:49.405640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:49.527010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:49.527160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:49.527203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:49.527232] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:49.530691] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-29T20:24:49.530968] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-29T20:24:49.531096] [INFO ] [sig       ] INGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:49.679504] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INGN.txt
[2025-12-29T20:24:49.679684] [INFO ] [sig       ] [1683/3546] Completed INGN in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:49.679731] [INFO ] [sig       ] [1684/3546] Forecasting INM...
[2025-12-29T20:24:49.679762] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-29T20:24:49.679792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-29T20:24:49.691499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-29T20:24:49.691871] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-29T20:24:49.692707] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-29T20:24:49.692762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:49.692794] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:49.692822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:49.692882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:49.750381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:49.751093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:49.751171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:49.751204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:49.871254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:49.871413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:49.871458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:49.871487] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:49.874955] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=45.44%)
[2025-12-29T20:24:49.875220] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-29T20:24:49.875354] [INFO ] [sig       ] INM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:50.017467] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INM.txt
[2025-12-29T20:24:50.017623] [INFO ] [sig       ] [1684/3546] Completed INM in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:50.017666] [INFO ] [sig       ] [1685/3546] Forecasting INMB...
[2025-12-29T20:24:50.017697] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-29T20:24:50.017728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-29T20:24:50.030982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-29T20:24:50.031399] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-29T20:24:50.032279] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-29T20:24:50.032335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:50.032371] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:50.032416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:50.032478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:50.095792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:50.096693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:50.096787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:50.096822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:50.222673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:50.222834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:50.222876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:50.222907] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:50.226390] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-12-29T20:24:50.226721] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-29T20:24:50.226861] [INFO ] [sig       ] INMB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:50.367189] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INMB.txt
[2025-12-29T20:24:50.367374] [INFO ] [sig       ] [1685/3546] Completed INMB in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:50.367418] [INFO ] [sig       ] [1686/3546] Forecasting INMD...
[2025-12-29T20:24:50.367450] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-29T20:24:50.367483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-29T20:24:50.379378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-29T20:24:50.379689] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-29T20:24:50.380485] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-29T20:24:50.380539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:50.380591] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:50.380624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:50.380689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:50.450759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:50.451651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:50.451735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:50.451769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:50.570549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:50.570720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:50.570761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:50.570790] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:50.574160] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=23.13%)
[2025-12-29T20:24:50.574448] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-29T20:24:50.574592] [INFO ] [sig       ] INMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:50.714538] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INMD.txt
[2025-12-29T20:24:50.714713] [INFO ] [sig       ] [1686/3546] Completed INMD in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:50.714752] [INFO ] [sig       ] [1687/3546] Forecasting INN...
[2025-12-29T20:24:50.714782] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-29T20:24:50.714814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-29T20:24:50.726136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-29T20:24:50.726455] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-29T20:24:50.727261] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-29T20:24:50.727315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:50.727347] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:50.727377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:50.727436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:50.787438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:50.788307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:50.788396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:50.788429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:50.909812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:50.909964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:50.910004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:50.910032] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:50.913429] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=82.96%)
[2025-12-29T20:24:50.913726] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-29T20:24:50.913855] [INFO ] [sig       ] INN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:51.055151] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INN.txt
[2025-12-29T20:24:51.055288] [INFO ] [sig       ] [1687/3546] Completed INN in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:51.055328] [INFO ] [sig       ] [1688/3546] Forecasting INO...
[2025-12-29T20:24:51.055357] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-29T20:24:51.055386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-29T20:24:51.066380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-29T20:24:51.066699] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-29T20:24:51.067479] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-29T20:24:51.067532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:51.067564] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:51.067611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:51.067670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:51.123892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:51.124564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:51.124660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:51.124692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:51.241841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:51.241955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:51.241991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:51.242019] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:51.245185] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-29T20:24:51.245459] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-29T20:24:51.245599] [INFO ] [sig       ] INO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:51.384248] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INO.txt
[2025-12-29T20:24:51.384364] [INFO ] [sig       ] [1688/3546] Completed INO in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:51.384402] [INFO ] [sig       ] [1689/3546] Forecasting INOD...
[2025-12-29T20:24:51.384435] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-29T20:24:51.384467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-29T20:24:51.395594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-29T20:24:51.395853] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-29T20:24:51.396647] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-29T20:24:51.396699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:51.396754] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:51.396782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:51.396845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:51.453894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:51.454500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:51.454594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:51.454629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:51.581629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:51.581788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:51.581838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:51.581866] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:51.585168] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-12-29T20:24:51.585441] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-29T20:24:51.585561] [INFO ] [sig       ] INOD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:51.724936] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INOD.txt
[2025-12-29T20:24:51.725058] [INFO ] [sig       ] [1689/3546] Completed INOD in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:51.725097] [INFO ] [sig       ] [1690/3546] Forecasting INSE...
[2025-12-29T20:24:51.725127] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-29T20:24:51.725155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-29T20:24:51.736036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-29T20:24:51.736306] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-29T20:24:51.737114] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-29T20:24:51.737176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:51.737208] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:51.737235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:51.737292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:51.794897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:51.795484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:51.795560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:51.795796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:51.916849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:51.916970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:51.917007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:51.917035] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:51.920242] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-29T20:24:51.920507] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-29T20:24:51.920644] [INFO ] [sig       ] INSE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:52.059506] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INSE.txt
[2025-12-29T20:24:52.059635] [INFO ] [sig       ] [1690/3546] Completed INSE in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:52.059675] [INFO ] [sig       ] [1691/3546] Forecasting INSG...
[2025-12-29T20:24:52.059704] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-29T20:24:52.059733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-29T20:24:52.070818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-29T20:24:52.071078] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-29T20:24:52.071874] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-29T20:24:52.071934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:52.071965] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:52.071991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:52.072049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:52.129280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:52.129903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:52.129980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:52.130011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:52.243040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:52.243155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:52.243192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:52.243220] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:52.246440] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-29T20:24:52.246723] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-29T20:24:52.246844] [INFO ] [sig       ] INSG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:52.385258] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INSG.txt
[2025-12-29T20:24:52.385373] [INFO ] [sig       ] [1691/3546] Completed INSG in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-29T20:24:52.385411] [INFO ] [sig       ] [1692/3546] Forecasting INSM...
[2025-12-29T20:24:52.385440] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-29T20:24:52.385469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-29T20:24:52.396790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-29T20:24:52.397053] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-29T20:24:52.397845] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-29T20:24:52.397896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:52.397927] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:52.397953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:52.398011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:52.454814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:52.455408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:52.455485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:52.455516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:52.569918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:52.570030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:52.570066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:52.570124] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:52.573360] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-29T20:24:52.573658] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-29T20:24:52.573784] [INFO ] [sig       ] INSM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:52.712830] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INSM.txt
[2025-12-29T20:24:52.712946] [INFO ] [sig       ] [1692/3546] Completed INSM in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-29T20:24:52.712984] [INFO ] [sig       ] [1693/3546] Forecasting INSP...
[2025-12-29T20:24:52.713013] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-29T20:24:52.713042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-29T20:24:52.729872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-29T20:24:52.730141] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-29T20:24:52.730937] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-29T20:24:52.730990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:52.731022] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:52.731049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:52.731107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:52.787226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:52.787829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:52.787904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:52.787935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:52.904646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:52.904765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:52.904801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:52.904828] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:52.908020] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-29T20:24:52.908282] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-29T20:24:52.908404] [INFO ] [sig       ] INSP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:53.047332] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INSP.txt
[2025-12-29T20:24:53.047443] [INFO ] [sig       ] [1693/3546] Completed INSP in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-29T20:24:53.047488] [INFO ] [sig       ] [1694/3546] Forecasting INTA...
[2025-12-29T20:24:53.047517] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-29T20:24:53.047546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-29T20:24:53.059007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-29T20:24:53.059274] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-29T20:24:53.060078] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-29T20:24:53.060131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:53.060162] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:53.060189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:53.060247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:53.119570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:53.120373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:53.120453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:53.120485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:53.246464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:53.246597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:53.246634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:53.246662] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:53.250235] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-29T20:24:53.250503] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-29T20:24:53.250643] [INFO ] [sig       ] INTA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:53.391396] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INTA.txt
[2025-12-29T20:24:53.391517] [INFO ] [sig       ] [1694/3546] Completed INTA in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-29T20:24:53.391555] [INFO ] [sig       ] [1695/3546] Forecasting INTC...
[2025-12-29T20:24:53.391601] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-29T20:24:53.391634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-29T20:24:53.403089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-29T20:24:53.403371] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-29T20:24:53.404234] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-29T20:24:53.404289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:53.404320] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:53.404346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:53.404404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:53.461006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:53.461600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:53.461677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:53.461708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:53.579253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:53.579375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:53.579412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:53.579440] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:53.582662] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-12-29T20:24:53.582943] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-29T20:24:53.583067] [INFO ] [sig       ] INTC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:53.721419] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INTC.txt
[2025-12-29T20:24:53.721598] [INFO ] [sig       ] [1695/3546] Completed INTC in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-29T20:24:53.721640] [INFO ] [sig       ] [1696/3546] Forecasting INTZ...
[2025-12-29T20:24:53.721670] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-29T20:24:53.721698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-29T20:24:53.733179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-29T20:24:53.733500] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-29T20:24:53.734362] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-29T20:24:53.734416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:53.734451] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:53.734479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:53.734538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:53.791125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:53.791963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:53.792042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:53.792074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:53.912992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:53.913147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:53.913185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:53.913213] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:53.916548] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-12-29T20:24:53.916833] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-29T20:24:53.916954] [INFO ] [sig       ] INTZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:54.057244] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INTZ.txt
[2025-12-29T20:24:54.057398] [INFO ] [sig       ] [1696/3546] Completed INTZ in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-29T20:24:54.057438] [INFO ] [sig       ] [1697/3546] Forecasting INVA...
[2025-12-29T20:24:54.057467] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-29T20:24:54.057496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-29T20:24:54.069308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-29T20:24:54.069647] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-29T20:24:54.070419] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-29T20:24:54.070471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:54.070502] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:54.070528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:54.070607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:54.127238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:54.128006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:54.128084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:54.128116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:54.245305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:54.245451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:54.245505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:54.245535] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:54.248889] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-12-29T20:24:54.249155] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-29T20:24:54.249279] [INFO ] [sig       ] INVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:54.387354] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/INVA.txt
[2025-12-29T20:24:54.387471] [INFO ] [sig       ] [1697/3546] Completed INVA in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-29T20:24:54.387509] [INFO ] [sig       ] [1698/3546] Forecasting INVE...
[2025-12-29T20:24:54.387538] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-29T20:24:54.387566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-29T20:24:54.399487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-29T20:24:54.399828] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-29T20:24:54.400616] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-29T20:24:54.400668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:54.400699] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:54.400725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:54.400783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:54.457732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:54.458318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:54.458393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:54.458425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:54.580018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:54.580155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:54.580192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:54.580220] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:54.583546] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-29T20:24:54.583842] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-29T20:24:54.583978] [INFO ] [sig       ] INVE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:54.726050] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INVE.txt
[2025-12-29T20:24:54.726181] [INFO ] [sig       ] [1698/3546] Completed INVE in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-29T20:24:54.726226] [INFO ] [sig       ] [1699/3546] Forecasting INVH...
[2025-12-29T20:24:54.726257] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-29T20:24:54.726285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-29T20:24:54.737697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-29T20:24:54.737950] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-29T20:24:54.738741] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-29T20:24:54.738814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:54.738846] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:54.738873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:54.738931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:54.795677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:54.796271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:54.796389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:54.796423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:54.913142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:54.913276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:54.913313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:54.913342] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:54.916592] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-12-29T20:24:54.916857] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-29T20:24:54.916978] [INFO ] [sig       ] INVH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:55.055958] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/INVH.txt
[2025-12-29T20:24:55.056073] [INFO ] [sig       ] [1699/3546] Completed INVH in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-29T20:24:55.056110] [INFO ] [sig       ] [1700/3546] Forecasting IONS...
[2025-12-29T20:24:55.056140] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-29T20:24:55.056169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-29T20:24:55.067067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-29T20:24:55.067328] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-29T20:24:55.068120] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-29T20:24:55.068172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:55.068203] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:55.068229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:55.068287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:55.125433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:55.126186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:55.126262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:55.126293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:55.245972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:55.246101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:55.246139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:55.246166] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:55.249448] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-29T20:24:55.249729] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-29T20:24:55.249851] [INFO ] [sig       ] IONS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:55.389085] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IONS.txt
[2025-12-29T20:24:55.389195] [INFO ] [sig       ] [1700/3546] Completed IONS in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:55.389233] [INFO ] [sig       ] [1701/3546] Forecasting IOSP...
[2025-12-29T20:24:55.389263] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-29T20:24:55.389291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-29T20:24:55.400849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-29T20:24:55.401129] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-29T20:24:55.401947] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-29T20:24:55.402000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:55.402042] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:55.402070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:55.402130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:55.460256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:55.460873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:55.460951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:55.460984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:55.577758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:55.577900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:55.577937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:55.577967] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:55.581391] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-29T20:24:55.581684] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-29T20:24:55.581815] [INFO ] [sig       ] IOSP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:55.722148] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IOSP.txt
[2025-12-29T20:24:55.722267] [INFO ] [sig       ] [1701/3546] Completed IOSP in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:55.722305] [INFO ] [sig       ] [1702/3546] Forecasting IOVA...
[2025-12-29T20:24:55.722334] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-29T20:24:55.722366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-29T20:24:55.733835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-29T20:24:55.734146] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-29T20:24:55.734961] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-29T20:24:55.735012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:55.735045] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:55.735072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:55.735129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:55.791202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:55.791857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:55.791932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:55.791965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:55.908616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:55.908740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:55.908787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:55.908817] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:55.912027] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-29T20:24:55.912290] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-29T20:24:55.912413] [INFO ] [sig       ] IOVA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:56.105901] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IOVA.txt
[2025-12-29T20:24:56.106094] [INFO ] [sig       ] [1702/3546] Completed IOVA in 0.4s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:56.106150] [INFO ] [sig       ] [1703/3546] Forecasting IPGP...
[2025-12-29T20:24:56.106192] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-29T20:24:56.106234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-29T20:24:56.117466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-29T20:24:56.117782] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-29T20:24:56.118594] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-29T20:24:56.118651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:56.118684] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:56.118712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:56.118794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:56.176252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:56.176945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:56.177022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:56.177054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:56.300414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:56.300588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:56.300630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:56.300658] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:56.304268] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-29T20:24:56.304663] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-29T20:24:56.304798] [INFO ] [sig       ] IPGP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:56.444223] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IPGP.txt
[2025-12-29T20:24:56.444382] [INFO ] [sig       ] [1703/3546] Completed IPGP in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:56.444421] [INFO ] [sig       ] [1704/3546] Forecasting IPI...
[2025-12-29T20:24:56.444452] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-29T20:24:56.444483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-29T20:24:56.456475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-29T20:24:56.456809] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-29T20:24:56.457654] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-29T20:24:56.457710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:56.457743] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:56.457771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:56.457831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:56.516334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:56.516998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:56.517078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:56.517112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:56.635858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:56.635994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:56.636033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:56.636061] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:56.639380] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=34.03%)
[2025-12-29T20:24:56.639684] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-29T20:24:56.639809] [INFO ] [sig       ] IPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:56.788793] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IPI.txt
[2025-12-29T20:24:56.788929] [INFO ] [sig       ] [1704/3546] Completed IPI in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:56.788974] [INFO ] [sig       ] [1705/3546] Forecasting IQ...
[2025-12-29T20:24:56.789005] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-29T20:24:56.789035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-29T20:24:56.800764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-29T20:24:56.801078] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-29T20:24:56.801871] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-29T20:24:56.801924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:56.801955] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:56.801981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:56.802039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:56.858044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:56.858695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:56.858787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:56.858832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:56.976157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:56.976313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:56.976350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:56.976378] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:56.979800] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-12-29T20:24:56.980068] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-29T20:24:56.980192] [INFO ] [sig       ] IQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:57.122448] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IQ.txt
[2025-12-29T20:24:57.122614] [INFO ] [sig       ] [1705/3546] Completed IQ in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:57.122654] [INFO ] [sig       ] [1706/3546] Forecasting IQI...
[2025-12-29T20:24:57.122684] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-29T20:24:57.122715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-29T20:24:57.135974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-29T20:24:57.136317] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-29T20:24:57.137335] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-29T20:24:57.137387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:57.137445] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:57.137473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:57.137540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:57.196476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:57.197327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:57.197413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:57.197445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:57.313871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:57.314012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:57.314049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:57.314078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:57.317384] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2025-12-29T20:24:57.317762] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-29T20:24:57.317914] [INFO ] [sig       ] IQI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:57.455921] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IQI.txt
[2025-12-29T20:24:57.456040] [INFO ] [sig       ] [1706/3546] Completed IQI in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:57.456079] [INFO ] [sig       ] [1707/3546] Forecasting IQQQ...
[2025-12-29T20:24:57.456108] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-29T20:24:57.456136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-29T20:24:57.466988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-29T20:24:57.467278] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-29T20:24:57.468068] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-29T20:24:57.468121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:57.468153] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:57.468180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:57.468238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:57.525107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:57.525737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:57.525813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:57.525844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:57.645288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:57.645440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:57.645480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:57.645508] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:57.648829] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-29T20:24:57.649098] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-29T20:24:57.649218] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:57.788978] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IQQQ.txt
[2025-12-29T20:24:57.789104] [INFO ] [sig       ] [1707/3546] Completed IQQQ in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:57.789142] [INFO ] [sig       ] [1708/3546] Forecasting IRDM...
[2025-12-29T20:24:57.789171] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-29T20:24:57.789200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-29T20:24:57.800494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-29T20:24:57.800794] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-29T20:24:57.801564] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-29T20:24:57.801633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:57.801665] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:57.801692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:57.801749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:57.858135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:57.858785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:57.858865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:57.858897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:57.976462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:57.976628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:57.976667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:57.976709] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:57.980020] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-29T20:24:57.980286] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-29T20:24:57.980408] [INFO ] [sig       ] IRDM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:58.123267] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IRDM.txt
[2025-12-29T20:24:58.123392] [INFO ] [sig       ] [1708/3546] Completed IRDM in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-29T20:24:58.123429] [INFO ] [sig       ] [1709/3546] Forecasting IREN...
[2025-12-29T20:24:58.123458] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-29T20:24:58.123487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-29T20:24:58.134513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-29T20:24:58.134828] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-29T20:24:58.135630] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-29T20:24:58.135683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:58.135715] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:58.135742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:58.135802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:58.192646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:58.193248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:58.193327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:58.193358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:58.314561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:58.314708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:58.314745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:58.314805] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:58.318104] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-29T20:24:58.318371] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-29T20:24:58.318497] [INFO ] [sig       ] IREN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:58.457345] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IREN.txt
[2025-12-29T20:24:58.457466] [INFO ] [sig       ] [1709/3546] Completed IREN in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:24:58.457506] [INFO ] [sig       ] [1710/3546] Forecasting IRM...
[2025-12-29T20:24:58.457535] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-29T20:24:58.457565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-29T20:24:58.468419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-29T20:24:58.468713] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-29T20:24:58.469509] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-29T20:24:58.469561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:58.469611] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:58.469639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:58.469695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:58.527001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:58.527615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:58.527703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:58.527736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:58.649740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:58.649862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:58.649898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:58.649925] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:58.653142] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-29T20:24:58.653405] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-29T20:24:58.653529] [INFO ] [sig       ] IRM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:58.793075] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IRM.txt
[2025-12-29T20:24:58.793198] [INFO ] [sig       ] [1710/3546] Completed IRM in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:24:58.793238] [INFO ] [sig       ] [1711/3546] Forecasting IRMD...
[2025-12-29T20:24:58.793266] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-29T20:24:58.793296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-29T20:24:58.804126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-29T20:24:58.804420] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-29T20:24:58.805216] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-29T20:24:58.805269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:58.805300] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:58.805327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:58.805386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:58.861848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:58.862444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:58.862520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:58.862552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:58.982385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:58.982516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:58.982553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:58.982603] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:58.985853] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-29T20:24:58.986122] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-29T20:24:58.986245] [INFO ] [sig       ] IRMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:24:59.125617] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IRMD.txt
[2025-12-29T20:24:59.125740] [INFO ] [sig       ] [1711/3546] Completed IRMD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:24:59.125778] [INFO ] [sig       ] [1712/3546] Forecasting IRON...
[2025-12-29T20:24:59.125806] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-29T20:24:59.125836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-29T20:24:59.137012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-29T20:24:59.137285] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-29T20:24:59.138116] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-29T20:24:59.138169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:59.138202] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:59.138240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:59.138300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:59.195099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:59.195717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:59.195795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:59.195827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:59.314329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:59.314457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:59.314494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:59.314522] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:59.317777] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-29T20:24:59.318042] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-29T20:24:59.318162] [INFO ] [sig       ] IRON: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:59.459542] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IRON.txt
[2025-12-29T20:24:59.459695] [INFO ] [sig       ] [1712/3546] Completed IRON in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:24:59.459736] [INFO ] [sig       ] [1713/3546] Forecasting IRTC...
[2025-12-29T20:24:59.459763] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-29T20:24:59.459793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-29T20:24:59.471179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-29T20:24:59.471482] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-29T20:24:59.472319] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-29T20:24:59.472374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:59.472406] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:59.472433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:59.472501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:59.529298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:59.529953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:59.530030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:59.530062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:59.649465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:59.649620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:59.649661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:59.649690] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:59.652999] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-29T20:24:59.653278] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-29T20:24:59.653405] [INFO ] [sig       ] IRTC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:24:59.794024] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IRTC.txt
[2025-12-29T20:24:59.794149] [INFO ] [sig       ] [1713/3546] Completed IRTC in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:24:59.794189] [INFO ] [sig       ] [1714/3546] Forecasting IRWD...
[2025-12-29T20:24:59.794217] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-29T20:24:59.794247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-29T20:24:59.805615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-29T20:24:59.805954] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-29T20:24:59.806805] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-29T20:24:59.806858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:24:59.806890] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:24:59.806918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:24:59.806976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:24:59.864145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:24:59.864773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:24:59.864849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:24:59.864881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:24:59.984799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:24:59.984927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:24:59.984964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:24:59.984992] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:24:59.988233] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-29T20:24:59.988497] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-29T20:24:59.988636] [INFO ] [sig       ] IRWD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:00.128689] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IRWD.txt
[2025-12-29T20:25:00.128850] [INFO ] [sig       ] [1714/3546] Completed IRWD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:25:00.128897] [INFO ] [sig       ] [1715/3546] Forecasting ISD...
[2025-12-29T20:25:00.128926] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-29T20:25:00.128955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-29T20:25:00.143266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-29T20:25:00.143663] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-29T20:25:00.144652] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-29T20:25:00.144715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:00.144754] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:00.144790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:00.144869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:00.204471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:00.205133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:00.205210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:00.205243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:00.322239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:00.322382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:00.322420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:00.322448] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:00.325759] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-29T20:25:00.326030] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-29T20:25:00.326155] [INFO ] [sig       ] ISD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:00.470978] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ISD.txt
[2025-12-29T20:25:00.471129] [INFO ] [sig       ] [1715/3546] Completed ISD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:25:00.471169] [INFO ] [sig       ] [1716/3546] Forecasting ISRG...
[2025-12-29T20:25:00.471204] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-29T20:25:00.471235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-29T20:25:00.482638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-29T20:25:00.482956] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-29T20:25:00.483790] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-29T20:25:00.483844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:00.483876] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:00.483905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:00.483966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:00.543079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:00.543933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:00.544050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:00.544085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:00.663335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:00.663449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:00.663488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:00.663518] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:00.666902] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-29T20:25:00.667193] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-29T20:25:00.667332] [INFO ] [sig       ] ISRG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:00.815802] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ISRG.txt
[2025-12-29T20:25:00.816147] [INFO ] [sig       ] [1716/3546] Completed ISRG in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:25:00.816188] [INFO ] [sig       ] [1717/3546] Forecasting ISSC...
[2025-12-29T20:25:00.816217] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-29T20:25:00.816247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-29T20:25:00.827897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-29T20:25:00.828208] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-29T20:25:00.829054] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-29T20:25:00.829109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:00.829142] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:00.829170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:00.829228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:00.889569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:00.890565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:00.890669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:00.890704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:01.017603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:01.017719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:01.017768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:01.017797] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:01.021719] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=48.25%)
[2025-12-29T20:25:01.021996] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-29T20:25:01.022122] [INFO ] [sig       ] ISSC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:01.166096] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ISSC.txt
[2025-12-29T20:25:01.166231] [INFO ] [sig       ] [1717/3546] Completed ISSC in 0.4s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-29T20:25:01.166270] [INFO ] [sig       ] [1718/3546] Forecasting ISTB...
[2025-12-29T20:25:01.166299] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-29T20:25:01.166330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-29T20:25:01.179754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-29T20:25:01.180049] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-29T20:25:01.180854] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-29T20:25:01.180906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:01.180938] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:01.180964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:01.181022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:01.237649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:01.238500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:01.238629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:01.238666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:01.364815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:01.364945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:01.364984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:01.365012] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:01.368389] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=30.62%)
[2025-12-29T20:25:01.368680] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-29T20:25:01.368833] [INFO ] [sig       ] ISTB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:01.512770] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ISTB.txt
[2025-12-29T20:25:01.512938] [INFO ] [sig       ] [1718/3546] Completed ISTB in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-29T20:25:01.512986] [INFO ] [sig       ] [1719/3546] Forecasting ITIC...
[2025-12-29T20:25:01.513015] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-29T20:25:01.513048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-29T20:25:01.526765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-29T20:25:01.527168] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-29T20:25:01.528277] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-29T20:25:01.528335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:01.528368] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:01.528397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:01.528456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:01.589196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:01.590133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:01.590223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:01.590257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:01.699474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:01.699647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:01.699690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:01.699740] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:01.703261] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-29T20:25:01.703568] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-29T20:25:01.703728] [INFO ] [sig       ] ITIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:01.852052] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ITIC.txt
[2025-12-29T20:25:01.852248] [INFO ] [sig       ] [1719/3546] Completed ITIC in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-29T20:25:01.852289] [INFO ] [sig       ] [1720/3546] Forecasting ITRI...
[2025-12-29T20:25:01.852320] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-29T20:25:01.852350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-29T20:25:01.864196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-29T20:25:01.864588] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-29T20:25:01.865388] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-29T20:25:01.865441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:01.865473] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:01.865500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:01.865557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:01.922539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:01.923421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:01.923516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:01.923552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:02.047360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:02.047518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:02.047556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:02.047616] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:02.054195] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2025-12-29T20:25:02.054553] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-29T20:25:02.054713] [INFO ] [sig       ] ITRI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:02.196736] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ITRI.txt
[2025-12-29T20:25:02.196895] [INFO ] [sig       ] [1720/3546] Completed ITRI in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-29T20:25:02.196936] [INFO ] [sig       ] [1721/3546] Forecasting ITRN...
[2025-12-29T20:25:02.196964] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-29T20:25:02.196994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-29T20:25:02.208210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-29T20:25:02.208558] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-29T20:25:02.209715] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-29T20:25:02.209778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:02.209811] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:02.209839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:02.209898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:02.267986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:02.268895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:02.268984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:02.269035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:02.390525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:02.390697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:02.390738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:02.390770] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:02.394180] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-29T20:25:02.394475] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-29T20:25:02.394631] [INFO ] [sig       ] ITRN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:02.536565] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ITRN.txt
[2025-12-29T20:25:02.536748] [INFO ] [sig       ] [1721/3546] Completed ITRN in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-29T20:25:02.536788] [INFO ] [sig       ] [1722/3546] Forecasting ITUB...
[2025-12-29T20:25:02.536817] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-29T20:25:02.536846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-29T20:25:02.548302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-29T20:25:02.548675] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-29T20:25:02.549567] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-29T20:25:02.549646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:02.549685] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:02.549713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:02.549772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:02.607587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:02.608410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:02.608496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:02.608528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:02.732780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:02.732928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:02.732967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:02.732995] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:02.736301] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=44.14%)
[2025-12-29T20:25:02.736584] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-29T20:25:02.736712] [INFO ] [sig       ] ITUB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:02.878833] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ITUB.txt
[2025-12-29T20:25:02.878995] [INFO ] [sig       ] [1722/3546] Completed ITUB in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-29T20:25:02.879035] [INFO ] [sig       ] [1723/3546] Forecasting IUS...
[2025-12-29T20:25:02.879066] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-29T20:25:02.879095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-29T20:25:02.890748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-29T20:25:02.891053] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-29T20:25:02.891924] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-29T20:25:02.891979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:02.892039] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:02.892079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:02.892141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:02.950057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:02.950945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:02.951034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:02.951068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:03.076200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:03.076367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:03.076408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:03.076439] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:03.080012] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-12-29T20:25:03.080369] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-29T20:25:03.080511] [INFO ] [sig       ] IUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:03.225989] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IUS.txt
[2025-12-29T20:25:03.226130] [INFO ] [sig       ] [1723/3546] Completed IUS in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-29T20:25:03.226168] [INFO ] [sig       ] [1724/3546] Forecasting IUSB...
[2025-12-29T20:25:03.226197] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-29T20:25:03.226227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-29T20:25:03.237618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-29T20:25:03.237920] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-29T20:25:03.238719] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-29T20:25:03.238794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:03.238827] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:03.238852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:03.238909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:03.295903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:03.296682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:03.296764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:03.296796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:03.417197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:03.417349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:03.417388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:03.417415] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:03.422075] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-29T20:25:03.422493] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-29T20:25:03.422671] [INFO ] [sig       ] IUSB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:03.565010] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IUSB.txt
[2025-12-29T20:25:03.565171] [INFO ] [sig       ] [1724/3546] Completed IUSB in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-29T20:25:03.565212] [INFO ] [sig       ] [1725/3546] Forecasting IUSG...
[2025-12-29T20:25:03.565241] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-29T20:25:03.565270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-29T20:25:03.576773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-29T20:25:03.577148] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-29T20:25:03.577979] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-29T20:25:03.578032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:03.578063] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:03.578090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:03.578147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:03.635139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:03.636059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:03.636152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:03.636185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:03.757943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:03.758105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:03.758144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:03.758171] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:03.761653] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-29T20:25:03.761953] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-29T20:25:03.762085] [INFO ] [sig       ] IUSG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:03.905893] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IUSG.txt
[2025-12-29T20:25:03.906052] [INFO ] [sig       ] [1725/3546] Completed IUSG in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-29T20:25:03.906092] [INFO ] [sig       ] [1726/3546] Forecasting IVAL...
[2025-12-29T20:25:03.906123] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-29T20:25:03.906153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-29T20:25:03.917737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-29T20:25:03.918114] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-29T20:25:03.918972] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-29T20:25:03.919025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:03.919056] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:03.919082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:03.919140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:03.976120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:03.977012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:03.977098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:03.977130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:04.090803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:04.090958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:04.090997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:04.091064] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:04.094501] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-12-29T20:25:04.094854] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-29T20:25:04.094991] [INFO ] [sig       ] IVAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:04.240597] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/IVAL.txt
[2025-12-29T20:25:04.240760] [INFO ] [sig       ] [1726/3546] Completed IVAL in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:04.240800] [INFO ] [sig       ] [1727/3546] Forecasting IVZ...
[2025-12-29T20:25:04.240830] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-29T20:25:04.240867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-29T20:25:04.252801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-29T20:25:04.253190] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-29T20:25:04.254008] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-29T20:25:04.254061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:04.254093] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:04.254120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:04.254178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:04.311211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:04.312057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:04.312138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:04.312170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:04.434376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:04.434529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:04.434567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:04.434617] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:04.437973] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-12-29T20:25:04.438252] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-29T20:25:04.438383] [INFO ] [sig       ] IVZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:04.578300] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IVZ.txt
[2025-12-29T20:25:04.578455] [INFO ] [sig       ] [1727/3546] Completed IVZ in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:04.578494] [INFO ] [sig       ] [1728/3546] Forecasting IX...
[2025-12-29T20:25:04.578526] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-29T20:25:04.578556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-29T20:25:04.590048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-29T20:25:04.590385] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-29T20:25:04.591197] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-29T20:25:04.591249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:04.591280] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:04.591306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:04.591364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:04.648637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:04.649501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:04.649602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:04.649637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:04.775210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:04.775363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:04.775401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:04.775430] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:04.778845] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-12-29T20:25:04.779128] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-29T20:25:04.779256] [INFO ] [sig       ] IX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:04.920491] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IX.txt
[2025-12-29T20:25:04.920660] [INFO ] [sig       ] [1728/3546] Completed IX in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:04.920705] [INFO ] [sig       ] [1729/3546] Forecasting IXUS...
[2025-12-29T20:25:04.920734] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-29T20:25:04.920764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-29T20:25:04.932406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-29T20:25:04.932766] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-29T20:25:04.933559] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-29T20:25:04.933628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:04.933660] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:04.933686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:04.933743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:04.991635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:04.992492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:04.992598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:04.992636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:05.113139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:05.113295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:05.113332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:05.113360] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:05.116765] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-29T20:25:05.117051] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-29T20:25:05.117180] [INFO ] [sig       ] IXUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:05.257553] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IXUS.txt
[2025-12-29T20:25:05.257706] [INFO ] [sig       ] [1729/3546] Completed IXUS in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:05.257744] [INFO ] [sig       ] [1730/3546] Forecasting IZEA...
[2025-12-29T20:25:05.257774] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-29T20:25:05.257803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-29T20:25:05.269655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-29T20:25:05.270036] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-29T20:25:05.270860] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-29T20:25:05.270913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:05.270945] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:05.270973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:05.271033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:05.328327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:05.329134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:05.329217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:05.329250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:05.443218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:05.443365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:05.443403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:05.443430] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:05.446775] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-29T20:25:05.447043] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-29T20:25:05.447163] [INFO ] [sig       ] IZEA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:05.587693] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/IZEA.txt
[2025-12-29T20:25:05.587846] [INFO ] [sig       ] [1730/3546] Completed IZEA in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:05.587886] [INFO ] [sig       ] [1731/3546] Forecasting J...
[2025-12-29T20:25:05.587915] [INFO ] [sig       ] Generating forecast for: J
[2025-12-29T20:25:05.587945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-29T20:25:05.599189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-29T20:25:05.599485] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-29T20:25:05.600269] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-29T20:25:05.600321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:05.600353] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:05.600380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:05.600438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:05.657213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:05.657897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:05.657975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:05.658008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:05.777885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:05.778032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:05.778070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:05.778098] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:05.781499] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=42.42%)
[2025-12-29T20:25:05.781793] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-29T20:25:05.781918] [INFO ] [sig       ] J: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:05.922135] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/J.txt
[2025-12-29T20:25:05.922275] [INFO ] [sig       ] [1731/3546] Completed J in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:05.922314] [INFO ] [sig       ] [1732/3546] Forecasting JACK...
[2025-12-29T20:25:05.922344] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-29T20:25:05.922374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-29T20:25:05.933159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-29T20:25:05.933454] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-29T20:25:05.934244] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-29T20:25:05.934296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:05.934327] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:05.934354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:05.934411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:05.991449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:05.992289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:05.992368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:05.992400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:06.111554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:06.111750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:06.111791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:06.111821] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:06.115298] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-29T20:25:06.115589] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-29T20:25:06.115721] [INFO ] [sig       ] JACK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:06.257745] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JACK.txt
[2025-12-29T20:25:06.257891] [INFO ] [sig       ] [1732/3546] Completed JACK in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:06.257929] [INFO ] [sig       ] [1733/3546] Forecasting JAGX...
[2025-12-29T20:25:06.257959] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-29T20:25:06.257989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-29T20:25:06.268799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-29T20:25:06.269085] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-29T20:25:06.269883] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-29T20:25:06.269935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:06.269966] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:06.269993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:06.270051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:06.327016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:06.327782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:06.327892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:06.327925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:06.442767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:06.442920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:06.442960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:06.442989] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:06.446330] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-12-29T20:25:06.446617] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-29T20:25:06.446742] [INFO ] [sig       ] JAGX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:06.586134] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JAGX.txt
[2025-12-29T20:25:06.586275] [INFO ] [sig       ] [1733/3546] Completed JAGX in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:06.586315] [INFO ] [sig       ] [1734/3546] Forecasting JAKK...
[2025-12-29T20:25:06.586344] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-29T20:25:06.586373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-29T20:25:06.597443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-29T20:25:06.597757] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-29T20:25:06.598527] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-29T20:25:06.598595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:06.598629] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:06.598656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:06.598713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:06.655400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:06.656163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:06.656243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:06.656275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:06.779633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:06.779785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:06.779826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:06.779854] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:06.783196] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-12-29T20:25:06.783465] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-29T20:25:06.783607] [INFO ] [sig       ] JAKK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:06.923159] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JAKK.txt
[2025-12-29T20:25:06.923298] [INFO ] [sig       ] [1734/3546] Completed JAKK in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-29T20:25:06.923336] [INFO ] [sig       ] [1735/3546] Forecasting JAMF...
[2025-12-29T20:25:06.923365] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-29T20:25:06.923394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-29T20:25:06.934633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-29T20:25:06.934937] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-29T20:25:06.935724] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-29T20:25:06.935776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:06.935808] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:06.935834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:06.935892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:06.993718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:06.994521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:06.994621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:06.994655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:07.115822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:07.116212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:07.116253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:07.116282] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:07.119736] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=36.66%)
[2025-12-29T20:25:07.120008] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-29T20:25:07.120135] [INFO ] [sig       ] JAMF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:07.266508] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JAMF.txt
[2025-12-29T20:25:07.266654] [INFO ] [sig       ] [1735/3546] Completed JAMF in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-29T20:25:07.266696] [INFO ] [sig       ] [1736/3546] Forecasting JANX...
[2025-12-29T20:25:07.266724] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-29T20:25:07.266754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-29T20:25:07.278045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-29T20:25:07.278338] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-29T20:25:07.279208] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-29T20:25:07.279271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:07.279305] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:07.279331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:07.279389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:07.337655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:07.338366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:07.338445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:07.338478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:07.462516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:07.462676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:07.462715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:07.462743] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:07.466226] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-29T20:25:07.466495] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-29T20:25:07.466636] [INFO ] [sig       ] JANX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:07.611083] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JANX.txt
[2025-12-29T20:25:07.611250] [INFO ] [sig       ] [1736/3546] Completed JANX in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-29T20:25:07.611292] [INFO ] [sig       ] [1737/3546] Forecasting JAZZ...
[2025-12-29T20:25:07.611321] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-29T20:25:07.611350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-29T20:25:07.622708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-29T20:25:07.623010] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-29T20:25:07.623813] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-29T20:25:07.623866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:07.623897] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:07.623927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:07.623984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:07.689761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:07.690637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:07.690720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:07.690755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:07.815426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:07.815617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:07.815681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:07.815711] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:07.819040] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-29T20:25:07.819313] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-29T20:25:07.819444] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:07.965814] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JAZZ.txt
[2025-12-29T20:25:07.966159] [INFO ] [sig       ] [1737/3546] Completed JAZZ in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-29T20:25:07.966198] [INFO ] [sig       ] [1738/3546] Forecasting JBGS...
[2025-12-29T20:25:07.966227] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-29T20:25:07.966257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-29T20:25:07.980859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-29T20:25:07.981477] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-29T20:25:07.982522] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-29T20:25:07.982596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:07.982634] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:07.982666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:07.982728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:08.047690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:08.048997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:08.049098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:08.049132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:08.180682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:08.180900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:08.180961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:08.181010] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:08.187602] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-29T20:25:08.188360] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-29T20:25:08.188647] [INFO ] [sig       ] JBGS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:08.349479] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JBGS.txt
[2025-12-29T20:25:08.349668] [INFO ] [sig       ] [1738/3546] Completed JBGS in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-29T20:25:08.349714] [INFO ] [sig       ] [1739/3546] Forecasting JBI...
[2025-12-29T20:25:08.349745] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-29T20:25:08.349776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-29T20:25:08.365533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-29T20:25:08.365967] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-29T20:25:08.366799] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-29T20:25:08.366853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:08.366887] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:08.366914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:08.366973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:08.429280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:08.430151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:08.430236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:08.430271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:08.550160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:08.550317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:08.550359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:08.550390] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:08.553877] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2025-12-29T20:25:08.554148] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-29T20:25:08.554271] [INFO ] [sig       ] JBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:08.702940] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JBI.txt
[2025-12-29T20:25:08.703074] [INFO ] [sig       ] [1739/3546] Completed JBI in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-29T20:25:08.703118] [INFO ] [sig       ] [1740/3546] Forecasting JBL...
[2025-12-29T20:25:08.703150] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-29T20:25:08.703179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-29T20:25:08.716073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-29T20:25:08.716502] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-29T20:25:08.717358] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-29T20:25:08.717412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:08.717483] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:08.717523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:08.717609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:08.777890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:08.778797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:08.778895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:08.778932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:08.914337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:08.914517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:08.914588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:08.914623] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:08.918403] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2025-12-29T20:25:08.918853] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-29T20:25:08.919013] [INFO ] [sig       ] JBL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:09.082954] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JBL.txt
[2025-12-29T20:25:09.083323] [INFO ] [sig       ] [1740/3546] Completed JBL in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-29T20:25:09.083373] [INFO ] [sig       ] [1741/3546] Forecasting JBND...
[2025-12-29T20:25:09.083416] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-29T20:25:09.083461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-29T20:25:09.095702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-29T20:25:09.096106] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-29T20:25:09.097132] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-29T20:25:09.097194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:09.097236] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:09.097276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:09.097341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:09.163029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:09.163919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:09.164002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:09.164035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:09.289024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:09.289197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:09.289239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:09.289268] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:09.292766] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2025-12-29T20:25:09.293046] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-29T20:25:09.293394] [INFO ] [sig       ] JBND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:09.439527] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JBND.txt
[2025-12-29T20:25:09.439685] [INFO ] [sig       ] [1741/3546] Completed JBND in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-29T20:25:09.439727] [INFO ] [sig       ] [1742/3546] Forecasting JBSS...
[2025-12-29T20:25:09.439755] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-29T20:25:09.439788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-29T20:25:09.451278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-29T20:25:09.451597] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-29T20:25:09.452373] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-29T20:25:09.452424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:09.452456] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:09.452483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:09.452540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:09.509765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:09.510557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:09.510655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:09.510688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:09.634145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:09.634304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:09.634343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:09.634371] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:09.637698] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-29T20:25:09.637968] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-29T20:25:09.638094] [INFO ] [sig       ] JBSS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:09.778713] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JBSS.txt
[2025-12-29T20:25:09.778881] [INFO ] [sig       ] [1742/3546] Completed JBSS in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-29T20:25:09.778923] [INFO ] [sig       ] [1743/3546] Forecasting JCE...
[2025-12-29T20:25:09.778952] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-29T20:25:09.778983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-29T20:25:09.791300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-29T20:25:09.791756] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-29T20:25:09.792674] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-29T20:25:09.792731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:09.792764] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:09.792806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:09.792871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:09.851434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:09.852343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:09.852433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:09.852466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:09.980706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:09.980886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:09.980950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:09.981012] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:09.984684] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-12-29T20:25:09.985038] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-29T20:25:09.985186] [INFO ] [sig       ] JCE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:10.135365] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JCE.txt
[2025-12-29T20:25:10.135524] [INFO ] [sig       ] [1743/3546] Completed JCE in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:10.135564] [INFO ] [sig       ] [1744/3546] Forecasting JCI...
[2025-12-29T20:25:10.135614] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-29T20:25:10.135653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-29T20:25:10.147658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-29T20:25:10.148010] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-29T20:25:10.148861] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-29T20:25:10.148914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:10.148946] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:10.148972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:10.149028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:10.206774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:10.207645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:10.207747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:10.207780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:10.330967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:10.331122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:10.331161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:10.331189] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:10.334502] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-12-29T20:25:10.334799] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-29T20:25:10.334928] [INFO ] [sig       ] JCI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:10.474855] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JCI.txt
[2025-12-29T20:25:10.475015] [INFO ] [sig       ] [1744/3546] Completed JCI in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:10.475057] [INFO ] [sig       ] [1745/3546] Forecasting JD...
[2025-12-29T20:25:10.475086] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-29T20:25:10.475116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-29T20:25:10.486727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-29T20:25:10.487053] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-29T20:25:10.487841] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-29T20:25:10.487892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:10.487923] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:10.487949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:10.488007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:10.544510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:10.545378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:10.545476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:10.545509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:10.663295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:10.663454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:10.663494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:10.663522] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:10.666849] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-29T20:25:10.667120] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-29T20:25:10.667244] [INFO ] [sig       ] JD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:10.807400] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JD.txt
[2025-12-29T20:25:10.807559] [INFO ] [sig       ] [1745/3546] Completed JD in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:10.807621] [INFO ] [sig       ] [1746/3546] Forecasting JEF...
[2025-12-29T20:25:10.807651] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-29T20:25:10.807681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-29T20:25:10.818717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-29T20:25:10.819095] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-29T20:25:10.819924] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-29T20:25:10.819976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:10.820009] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:10.820035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:10.820094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:10.876778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:10.877662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:10.877743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:10.877774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:10.999889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:11.000053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:11.000095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:11.000123] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:11.003466] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-29T20:25:11.003756] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-29T20:25:11.003884] [INFO ] [sig       ] JEF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:11.144288] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JEF.txt
[2025-12-29T20:25:11.144452] [INFO ] [sig       ] [1746/3546] Completed JEF in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:11.144493] [INFO ] [sig       ] [1747/3546] Forecasting JELD...
[2025-12-29T20:25:11.144527] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-29T20:25:11.144558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-29T20:25:11.156769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-29T20:25:11.157134] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-29T20:25:11.157967] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-29T20:25:11.158020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:11.158066] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:11.158096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:11.158155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:11.215182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:11.216081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:11.216165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:11.216199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:11.338674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:11.338852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:11.338892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:11.338920] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:11.342314] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-29T20:25:11.342601] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-29T20:25:11.342729] [INFO ] [sig       ] JELD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:11.484998] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JELD.txt
[2025-12-29T20:25:11.485156] [INFO ] [sig       ] [1747/3546] Completed JELD in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:11.485195] [INFO ] [sig       ] [1748/3546] Forecasting JEPQ...
[2025-12-29T20:25:11.485224] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-29T20:25:11.485255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-29T20:25:11.500423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-29T20:25:11.501349] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-29T20:25:11.502762] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-29T20:25:11.502824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:11.502860] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:11.502888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:11.502950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:11.562992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:11.564606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:11.564762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:11.564820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:11.702551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:11.702803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:11.702847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:11.702876] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:11.707384] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-12-29T20:25:11.707751] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-29T20:25:11.707905] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:11.863443] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JEPQ.txt
[2025-12-29T20:25:11.863663] [INFO ] [sig       ] [1748/3546] Completed JEPQ in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:11.863707] [INFO ] [sig       ] [1749/3546] Forecasting JFIN...
[2025-12-29T20:25:11.863736] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-29T20:25:11.863766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-29T20:25:11.878612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-29T20:25:11.879264] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-29T20:25:11.880272] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-29T20:25:11.880327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:11.880360] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:11.880387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:11.880450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:11.941331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:11.942432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:11.942529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:11.942563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:12.071944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:12.072198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:12.072252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:12.072282] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:12.076654] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-29T20:25:12.077042] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-29T20:25:12.077187] [INFO ] [sig       ] JFIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:12.225972] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JFIN.txt
[2025-12-29T20:25:12.226181] [INFO ] [sig       ] [1749/3546] Completed JFIN in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:12.226227] [INFO ] [sig       ] [1750/3546] Forecasting JGLO...
[2025-12-29T20:25:12.226257] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-29T20:25:12.226287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-29T20:25:12.239905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-29T20:25:12.240803] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-29T20:25:12.241848] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-29T20:25:12.241906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:12.241942] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:12.241971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:12.242032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:12.305541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:12.306832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:12.306994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:12.307039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:12.434923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:12.435184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:12.435256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:12.435306] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:12.440676] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-12-29T20:25:12.441066] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-29T20:25:12.441222] [INFO ] [sig       ] JGLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:12.594731] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JGLO.txt
[2025-12-29T20:25:12.594951] [INFO ] [sig       ] [1750/3546] Completed JGLO in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:12.594994] [INFO ] [sig       ] [1751/3546] Forecasting JHG...
[2025-12-29T20:25:12.595056] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-29T20:25:12.595090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-29T20:25:12.609540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-29T20:25:12.610052] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-29T20:25:12.611079] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-29T20:25:12.611135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:12.611169] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:12.611197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:12.611257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:12.673681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:12.674905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:12.675018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:12.675058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:12.812418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:12.812677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:12.812731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:12.812761] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:12.816971] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-29T20:25:12.817293] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-29T20:25:12.817440] [INFO ] [sig       ] JHG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:12.974429] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JHG.txt
[2025-12-29T20:25:12.974665] [INFO ] [sig       ] [1751/3546] Completed JHG in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-29T20:25:12.974711] [INFO ] [sig       ] [1752/3546] Forecasting JHI...
[2025-12-29T20:25:12.974741] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-29T20:25:12.974771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-29T20:25:12.991530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-29T20:25:12.992143] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-29T20:25:12.993137] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-29T20:25:12.993193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:12.993227] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:12.993255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:12.993316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:13.056695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:13.057888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:13.057990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:13.058024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:13.177818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:13.178061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:13.178106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:13.178136] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:13.182537] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=84.43%)
[2025-12-29T20:25:13.182925] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-29T20:25:13.183073] [INFO ] [sig       ] JHI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:13.342466] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JHI.txt
[2025-12-29T20:25:13.342703] [INFO ] [sig       ] [1752/3546] Completed JHI in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-29T20:25:13.342752] [INFO ] [sig       ] [1753/3546] Forecasting JHX...
[2025-12-29T20:25:13.342782] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-29T20:25:13.342813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-29T20:25:13.356169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-29T20:25:13.356707] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-29T20:25:13.357727] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-29T20:25:13.357787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:13.357826] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:13.357853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:13.357912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:13.419944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:13.421169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:13.421275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:13.421310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:13.546908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:13.547165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:13.547217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:13.547250] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:13.551807] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=67.29%)
[2025-12-29T20:25:13.552198] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-29T20:25:13.552368] [INFO ] [sig       ] JHX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:13.700831] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JHX.txt
[2025-12-29T20:25:13.701100] [INFO ] [sig       ] [1753/3546] Completed JHX in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-29T20:25:13.701159] [INFO ] [sig       ] [1754/3546] Forecasting JILL...
[2025-12-29T20:25:13.701195] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-29T20:25:13.701227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-29T20:25:13.715967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-29T20:25:13.716415] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-29T20:25:13.717370] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-29T20:25:13.717426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:13.717461] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:13.717489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:13.717556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:13.777387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:13.778480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:13.778595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:13.778631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:13.901802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:13.902034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:13.902079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:13.902136] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:13.906509] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=63.38%)
[2025-12-29T20:25:13.907025] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-29T20:25:13.907205] [INFO ] [sig       ] JILL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:14.054334] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JILL.txt
[2025-12-29T20:25:14.054549] [INFO ] [sig       ] [1754/3546] Completed JILL in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-29T20:25:14.054610] [INFO ] [sig       ] [1755/3546] Forecasting JIVE...
[2025-12-29T20:25:14.054645] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-29T20:25:14.054678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-29T20:25:14.068668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-29T20:25:14.069236] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-29T20:25:14.070397] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-29T20:25:14.070453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:14.070485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:14.070512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:14.070589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:14.129610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:14.130752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:14.130850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:14.130883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:14.261345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:14.261614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:14.261677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:14.261709] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:14.266075] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: DOWN (p=30.21%)
[2025-12-29T20:25:14.266449] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-29T20:25:14.266629] [INFO ] [sig       ] JIVE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:14.416403] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JIVE.txt
[2025-12-29T20:25:14.416641] [INFO ] [sig       ] [1755/3546] Completed JIVE in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-29T20:25:14.416687] [INFO ] [sig       ] [1756/3546] Forecasting JJSF...
[2025-12-29T20:25:14.416727] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-29T20:25:14.416772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-29T20:25:14.431128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-29T20:25:14.431833] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-29T20:25:14.432802] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-29T20:25:14.432857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:14.432891] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:14.432917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:14.432978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:14.494093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:14.495266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:14.495379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:14.495439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:14.620067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:14.620306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:14.620353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:14.620383] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:14.624603] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=74.51%)
[2025-12-29T20:25:14.625035] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-29T20:25:14.625199] [INFO ] [sig       ] JJSF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:14.773673] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JJSF.txt
[2025-12-29T20:25:14.773888] [INFO ] [sig       ] [1756/3546] Completed JJSF in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-29T20:25:14.773938] [INFO ] [sig       ] [1757/3546] Forecasting JKHY...
[2025-12-29T20:25:14.773969] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-29T20:25:14.774000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-29T20:25:14.787981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-29T20:25:14.788352] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-29T20:25:14.789306] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-29T20:25:14.789360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:14.789451] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:14.789479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:14.789540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:14.849215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:14.850354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:14.850475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:14.850509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:14.976002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:14.976305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:14.976363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:14.976394] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:14.980835] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-12-29T20:25:14.981200] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-29T20:25:14.981377] [INFO ] [sig       ] JKHY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:15.127686] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JKHY.txt
[2025-12-29T20:25:15.127905] [INFO ] [sig       ] [1757/3546] Completed JKHY in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-29T20:25:15.127965] [INFO ] [sig       ] [1758/3546] Forecasting JKS...
[2025-12-29T20:25:15.128016] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-29T20:25:15.128055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-29T20:25:15.142621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-29T20:25:15.143278] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-29T20:25:15.144324] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-29T20:25:15.144382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:15.144414] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:15.144441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:15.144521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:15.205615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:15.206765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:15.206863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:15.206896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:15.332295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:15.332528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:15.332588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:15.332621] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:15.336426] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-29T20:25:15.336750] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-29T20:25:15.336932] [INFO ] [sig       ] JKS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:15.484838] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JKS.txt
[2025-12-29T20:25:15.485250] [INFO ] [sig       ] [1758/3546] Completed JKS in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-29T20:25:15.485300] [INFO ] [sig       ] [1759/3546] Forecasting JLL...
[2025-12-29T20:25:15.485332] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-29T20:25:15.485365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-29T20:25:15.501524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-29T20:25:15.501982] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-29T20:25:15.502898] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-29T20:25:15.502954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:15.502988] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:15.503016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:15.503074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:15.561829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:15.562775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:15.562866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:15.562900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:15.695889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:15.696085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:15.696128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:15.696156] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:15.700448] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-12-29T20:25:15.700803] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-29T20:25:15.700964] [INFO ] [sig       ] JLL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:15.853923] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JLL.txt
[2025-12-29T20:25:15.854086] [INFO ] [sig       ] [1759/3546] Completed JLL in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-29T20:25:15.854127] [INFO ] [sig       ] [1760/3546] Forecasting JLS...
[2025-12-29T20:25:15.854159] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-29T20:25:15.854191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-29T20:25:15.868921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-29T20:25:15.869355] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-29T20:25:15.870263] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-29T20:25:15.870332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:15.870364] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:15.870392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:15.870450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:15.933834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:15.934754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:15.934846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:15.934879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:16.049637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:16.049796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:16.049837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:16.049909] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:16.053633] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=79.86%)
[2025-12-29T20:25:16.053932] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-29T20:25:16.054071] [INFO ] [sig       ] JLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:16.198664] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JLS.txt
[2025-12-29T20:25:16.198820] [INFO ] [sig       ] [1760/3546] Completed JLS in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:16.198876] [INFO ] [sig       ] [1761/3546] Forecasting JMIA...
[2025-12-29T20:25:16.198907] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-29T20:25:16.198937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-29T20:25:16.210858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-29T20:25:16.211141] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-29T20:25:16.212165] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-29T20:25:16.212216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:16.212247] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:16.212273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:16.212329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:16.277670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:16.278520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:16.278626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:16.278662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:16.404813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:16.404985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:16.405028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:16.405057] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:16.408943] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-29T20:25:16.409262] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-29T20:25:16.409399] [INFO ] [sig       ] JMIA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:16.552633] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JMIA.txt
[2025-12-29T20:25:16.552795] [INFO ] [sig       ] [1761/3546] Completed JMIA in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:16.552835] [INFO ] [sig       ] [1762/3546] Forecasting JMSB...
[2025-12-29T20:25:16.552864] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-29T20:25:16.552893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-29T20:25:16.564633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-29T20:25:16.565026] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-29T20:25:16.565854] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-29T20:25:16.565906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:16.565936] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:16.565961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:16.566017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:16.628564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:16.629712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:16.629818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:16.629862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:16.748195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:16.748358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:16.748398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:16.748427] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:16.751950] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-29T20:25:16.752236] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-29T20:25:16.752368] [INFO ] [sig       ] JMSB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:16.898619] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JMSB.txt
[2025-12-29T20:25:16.898823] [INFO ] [sig       ] [1762/3546] Completed JMSB in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:16.898868] [INFO ] [sig       ] [1763/3546] Forecasting JNJ...
[2025-12-29T20:25:16.898896] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-29T20:25:16.898925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-29T20:25:16.912810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-29T20:25:16.913139] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-29T20:25:16.913929] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-29T20:25:16.913985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:16.914016] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:16.914042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:16.914100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:16.971984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:16.972848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:16.972932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:16.972966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:17.104553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:17.104755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:17.104803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:17.104833] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:17.108636] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=52.02%)
[2025-12-29T20:25:17.108944] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-29T20:25:17.109081] [INFO ] [sig       ] JNJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:17.262874] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JNJ.txt
[2025-12-29T20:25:17.263040] [INFO ] [sig       ] [1763/3546] Completed JNJ in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:17.263082] [INFO ] [sig       ] [1764/3546] Forecasting JOBY...
[2025-12-29T20:25:17.263111] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-29T20:25:17.263140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-29T20:25:17.276004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-29T20:25:17.276406] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-29T20:25:17.277442] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-29T20:25:17.277501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:17.277534] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:17.277562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:17.277644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:17.338749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:17.339915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:17.340055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:17.340117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:17.464524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:17.464715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:17.464763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:17.464794] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:17.468400] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-12-29T20:25:17.468787] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-29T20:25:17.468931] [INFO ] [sig       ] JOBY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:17.619609] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JOBY.txt
[2025-12-29T20:25:17.619775] [INFO ] [sig       ] [1764/3546] Completed JOBY in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:17.619819] [INFO ] [sig       ] [1765/3546] Forecasting JOE...
[2025-12-29T20:25:17.619851] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-29T20:25:17.619882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-29T20:25:17.632797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-29T20:25:17.633377] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-29T20:25:17.634255] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-29T20:25:17.634312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:17.634346] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:17.634374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:17.634433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:17.695359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:17.696449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:17.696558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:17.696610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:17.822946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:17.823106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:17.823146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:17.823175] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:17.826667] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-29T20:25:17.827005] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-29T20:25:17.827144] [INFO ] [sig       ] JOE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:17.993935] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JOE.txt
[2025-12-29T20:25:17.994352] [INFO ] [sig       ] [1765/3546] Completed JOE in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:17.994417] [INFO ] [sig       ] [1766/3546] Forecasting JOF...
[2025-12-29T20:25:17.994462] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-29T20:25:17.994498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-29T20:25:18.010227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-29T20:25:18.010695] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-29T20:25:18.011640] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-29T20:25:18.011707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:18.011749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:18.011786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:18.011855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:18.079494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:18.080478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:18.080594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:18.080636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:18.210387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:18.210557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:18.210644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:18.210677] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:18.215510] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-12-29T20:25:18.215857] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-29T20:25:18.216017] [INFO ] [sig       ] JOF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:18.378964] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JOF.txt
[2025-12-29T20:25:18.379148] [INFO ] [sig       ] [1766/3546] Completed JOF in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:18.379202] [INFO ] [sig       ] [1767/3546] Forecasting JPC...
[2025-12-29T20:25:18.379247] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-29T20:25:18.379295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-29T20:25:18.392711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-29T20:25:18.393116] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-29T20:25:18.394021] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-29T20:25:18.394075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:18.394121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:18.394150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:18.394214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:18.458714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:18.459748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:18.459897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:18.459944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:18.587005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:18.587197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:18.587244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:18.587273] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:18.591061] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-29T20:25:18.591420] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-29T20:25:18.591567] [INFO ] [sig       ] JPC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:18.762244] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JPC.txt
[2025-12-29T20:25:18.762418] [INFO ] [sig       ] [1767/3546] Completed JPC in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:18.762462] [INFO ] [sig       ] [1768/3546] Forecasting JPEF...
[2025-12-29T20:25:18.762493] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-29T20:25:18.762524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-29T20:25:18.774998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-29T20:25:18.775343] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-29T20:25:18.776178] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-29T20:25:18.776232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:18.776273] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:18.776305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:18.776364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:18.845143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:18.846252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:18.846343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:18.846376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:18.972467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:18.972653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:18.972701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:18.972730] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:18.976743] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-29T20:25:18.977094] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-29T20:25:18.977236] [INFO ] [sig       ] JPEF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:19.131914] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JPEF.txt
[2025-12-29T20:25:19.132118] [INFO ] [sig       ] [1768/3546] Completed JPEF in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-29T20:25:19.132169] [INFO ] [sig       ] [1769/3546] Forecasting JPM...
[2025-12-29T20:25:19.132197] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-29T20:25:19.132227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-29T20:25:19.144660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-29T20:25:19.145048] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-29T20:25:19.146022] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-29T20:25:19.146076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:19.146108] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:19.146135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:19.146193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:19.210674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:19.211669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:19.211756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:19.211789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:19.348997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:19.349161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:19.349212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:19.349243] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:19.353027] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-29T20:25:19.353324] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-29T20:25:19.353457] [INFO ] [sig       ] JPM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:19.506492] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JPM.txt
[2025-12-29T20:25:19.506661] [INFO ] [sig       ] [1769/3546] Completed JPM in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:19.506703] [INFO ] [sig       ] [1770/3546] Forecasting JQC...
[2025-12-29T20:25:19.506732] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-29T20:25:19.506760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-29T20:25:19.518802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-29T20:25:19.519177] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-29T20:25:19.520096] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-29T20:25:19.520150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:19.520182] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:19.520208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:19.520275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:19.583862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:19.584703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:19.584798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:19.584847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:19.716479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:19.716664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:19.716704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:19.716733] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:19.720247] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=81.65%)
[2025-12-29T20:25:19.720537] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-29T20:25:19.720680] [INFO ] [sig       ] JQC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:19.862084] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JQC.txt
[2025-12-29T20:25:19.862249] [INFO ] [sig       ] [1770/3546] Completed JQC in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:19.862288] [INFO ] [sig       ] [1771/3546] Forecasting JRI...
[2025-12-29T20:25:19.862318] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-29T20:25:19.862347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-29T20:25:19.873719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-29T20:25:19.874028] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-29T20:25:19.874832] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-29T20:25:19.874884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:19.874927] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:19.874955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:19.875013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:19.930860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:19.931607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:19.931689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:19.931722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:20.048283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:20.048447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:20.048486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:20.048515] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:20.052005] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-29T20:25:20.052283] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-29T20:25:20.052407] [INFO ] [sig       ] JRI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:20.191079] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JRI.txt
[2025-12-29T20:25:20.191273] [INFO ] [sig       ] [1771/3546] Completed JRI in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:20.191313] [INFO ] [sig       ] [1772/3546] Forecasting JRS...
[2025-12-29T20:25:20.191342] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-29T20:25:20.191371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-29T20:25:20.202961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-29T20:25:20.203300] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-29T20:25:20.204111] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-29T20:25:20.204164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:20.204194] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:20.204220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:20.204277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:20.260135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:20.260964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:20.261047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:20.261080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:20.373667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:20.373826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:20.373866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:20.373893] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:20.377210] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=24.67%)
[2025-12-29T20:25:20.377481] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-29T20:25:20.377622] [INFO ] [sig       ] JRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:20.515861] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JRS.txt
[2025-12-29T20:25:20.516010] [INFO ] [sig       ] [1772/3546] Completed JRS in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:20.516051] [INFO ] [sig       ] [1773/3546] Forecasting JSM...
[2025-12-29T20:25:20.516080] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-29T20:25:20.516109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-29T20:25:20.527761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-29T20:25:20.528156] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-29T20:25:20.528983] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-29T20:25:20.529035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:20.529066] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:20.529092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:20.529149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:20.585609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:20.586364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:20.586447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:20.586479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:20.696355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:20.696510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:20.696550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:20.696596] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:20.699927] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-12-29T20:25:20.700229] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-29T20:25:20.700353] [INFO ] [sig       ] JSM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:20.840015] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JSM.txt
[2025-12-29T20:25:20.840161] [INFO ] [sig       ] [1773/3546] Completed JSM in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:20.840201] [INFO ] [sig       ] [1774/3546] Forecasting JSMD...
[2025-12-29T20:25:20.840232] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-29T20:25:20.840262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-29T20:25:20.851839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-29T20:25:20.852175] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-29T20:25:20.853000] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-29T20:25:20.853057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:20.853127] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:20.853162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:20.853227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:20.909665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:20.910341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:20.910425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:20.910458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:21.035436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:21.035619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:21.035667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:21.035697] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:21.039159] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-29T20:25:21.039429] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-29T20:25:21.039554] [INFO ] [sig       ] JSMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:21.178151] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JSMD.txt
[2025-12-29T20:25:21.178291] [INFO ] [sig       ] [1774/3546] Completed JSMD in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:21.178339] [INFO ] [sig       ] [1775/3546] Forecasting JSML...
[2025-12-29T20:25:21.178369] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-29T20:25:21.178399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-29T20:25:21.191341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-29T20:25:21.191784] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-29T20:25:21.192685] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-29T20:25:21.192739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:21.192771] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:21.192796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:21.192854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:21.250746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:21.251592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:21.251676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:21.251708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:21.362908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:21.363072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:21.363115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:21.363143] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:21.366495] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2025-12-29T20:25:21.366795] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-29T20:25:21.366925] [INFO ] [sig       ] JSML: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:21.513557] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JSML.txt
[2025-12-29T20:25:21.513760] [INFO ] [sig       ] [1775/3546] Completed JSML in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:21.513802] [INFO ] [sig       ] [1776/3546] Forecasting JTEK...
[2025-12-29T20:25:21.513830] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-29T20:25:21.513860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-29T20:25:21.527012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-29T20:25:21.527439] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-29T20:25:21.528341] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-29T20:25:21.528398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:21.528434] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:21.528462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:21.528521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:21.586980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:21.588034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:21.588127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:21.588161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:21.714920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:21.715089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:21.715130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:21.715159] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:21.719274] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=64.24%)
[2025-12-29T20:25:21.719649] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-29T20:25:21.719821] [INFO ] [sig       ] JTEK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:21.907246] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/JTEK.txt
[2025-12-29T20:25:21.907445] [INFO ] [sig       ] [1776/3546] Completed JTEK in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:21.907494] [INFO ] [sig       ] [1777/3546] Forecasting JVA...
[2025-12-29T20:25:21.907529] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-29T20:25:21.907567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-29T20:25:21.921312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-29T20:25:21.921765] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-29T20:25:21.922654] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-29T20:25:21.922710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:21.922742] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:21.922769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:21.922828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:21.982200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:21.983153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:21.983245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:21.983278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:22.127415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:22.127637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:22.127707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:22.127812] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:22.133405] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-29T20:25:22.133924] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-29T20:25:22.134128] [INFO ] [sig       ] JVA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:22.323951] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JVA.txt
[2025-12-29T20:25:22.324140] [INFO ] [sig       ] [1777/3546] Completed JVA in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:22.324197] [INFO ] [sig       ] [1778/3546] Forecasting JXN...
[2025-12-29T20:25:22.324234] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-29T20:25:22.324271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-29T20:25:22.337769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-29T20:25:22.338190] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-29T20:25:22.339100] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-29T20:25:22.339156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:22.339188] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:22.339215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:22.339274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:22.409736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:22.411017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:22.411145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:22.411202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:22.573083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:22.573258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:22.573300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:22.573349] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:22.577022] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-29T20:25:22.577352] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-29T20:25:22.577495] [INFO ] [sig       ] JXN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:22.779600] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/JXN.txt
[2025-12-29T20:25:22.779795] [INFO ] [sig       ] [1778/3546] Completed JXN in 0.5s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-29T20:25:22.779838] [INFO ] [sig       ] [1779/3546] Forecasting KAI...
[2025-12-29T20:25:22.779870] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-29T20:25:22.779899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-29T20:25:22.793108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-29T20:25:22.793546] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-29T20:25:22.794479] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-29T20:25:22.794535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:22.794585] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:22.794616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:22.794679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:22.870174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:22.871387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:22.871504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:22.871556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:23.005794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:23.005956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:23.005996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:23.006026] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:23.009668] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-29T20:25:23.009996] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-29T20:25:23.010137] [INFO ] [sig       ] KAI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:23.162031] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KAI.txt
[2025-12-29T20:25:23.162238] [INFO ] [sig       ] [1779/3546] Completed KAI in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-29T20:25:23.162301] [INFO ] [sig       ] [1780/3546] Forecasting KARO...
[2025-12-29T20:25:23.162346] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-29T20:25:23.162392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-29T20:25:23.173999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-29T20:25:23.174326] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-29T20:25:23.175174] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-29T20:25:23.175236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:23.175269] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:23.175296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:23.175355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:23.237604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:23.238701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:23.238834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:23.238869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:23.371717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:23.371886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:23.371932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:23.371961] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:23.375564] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-29T20:25:23.375899] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-29T20:25:23.376034] [INFO ] [sig       ] KARO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:23.527638] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KARO.txt
[2025-12-29T20:25:23.527794] [INFO ] [sig       ] [1780/3546] Completed KARO in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-29T20:25:23.527834] [INFO ] [sig       ] [1781/3546] Forecasting KB...
[2025-12-29T20:25:23.527865] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-29T20:25:23.527895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-29T20:25:23.540177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-29T20:25:23.540558] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-29T20:25:23.541460] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-29T20:25:23.541517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:23.541550] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:23.541595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:23.541657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:23.600140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:23.600929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:23.601014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:23.601049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:23.728535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:23.728739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:23.728805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:23.728836] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:23.732593] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=43.41%)
[2025-12-29T20:25:23.732938] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-29T20:25:23.733079] [INFO ] [sig       ] KB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:23.879299] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KB.txt
[2025-12-29T20:25:23.879456] [INFO ] [sig       ] [1781/3546] Completed KB in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-29T20:25:23.879495] [INFO ] [sig       ] [1782/3546] Forecasting KBH...
[2025-12-29T20:25:23.879523] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-29T20:25:23.879553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-29T20:25:23.890954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-29T20:25:23.891262] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-29T20:25:23.892122] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-29T20:25:23.892176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:23.892210] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:23.892249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:23.892311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:23.951711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:23.952448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:23.952536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:23.952588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:24.072932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:24.073086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:24.073123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:24.073151] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:24.076499] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-29T20:25:24.076788] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-29T20:25:24.076909] [INFO ] [sig       ] KBH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:24.217059] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KBH.txt
[2025-12-29T20:25:24.217199] [INFO ] [sig       ] [1782/3546] Completed KBH in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-29T20:25:24.217238] [INFO ] [sig       ] [1783/3546] Forecasting KBWB...
[2025-12-29T20:25:24.217268] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-29T20:25:24.217296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-29T20:25:24.229511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-29T20:25:24.229868] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-29T20:25:24.230694] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-29T20:25:24.230749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:24.230782] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:24.230810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:24.230869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:24.292258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:24.293164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:24.293249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:24.293283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:24.416267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:24.416420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:24.416460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:24.416490] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:24.419949] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-29T20:25:24.420225] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-29T20:25:24.420352] [INFO ] [sig       ] KBWB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:24.562546] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KBWB.txt
[2025-12-29T20:25:24.562700] [INFO ] [sig       ] [1783/3546] Completed KBWB in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-29T20:25:24.562740] [INFO ] [sig       ] [1784/3546] Forecasting KBWD...
[2025-12-29T20:25:24.562772] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-29T20:25:24.562803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-29T20:25:24.574181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-29T20:25:24.574534] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-29T20:25:24.575392] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-29T20:25:24.575446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:24.575478] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:24.575507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:24.575566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:24.634031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:24.634793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:24.634908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:24.634953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:24.759810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:24.759967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:24.760010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:24.760039] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:24.763497] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-29T20:25:24.763799] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-29T20:25:24.763938] [INFO ] [sig       ] KBWD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:24.904616] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KBWD.txt
[2025-12-29T20:25:24.904756] [INFO ] [sig       ] [1784/3546] Completed KBWD in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-29T20:25:24.904795] [INFO ] [sig       ] [1785/3546] Forecasting KBWP...
[2025-12-29T20:25:24.904825] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-29T20:25:24.904855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-29T20:25:24.916336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-29T20:25:24.916666] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-29T20:25:24.917513] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-29T20:25:24.917592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:24.917652] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:24.917684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:24.917744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:24.976089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:24.976804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:24.976886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:24.976920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:25.093143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:25.093300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:25.093345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:25.093388] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:25.096801] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2025-12-29T20:25:25.097104] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-29T20:25:25.097239] [INFO ] [sig       ] KBWP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:25.241802] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KBWP.txt
[2025-12-29T20:25:25.241940] [INFO ] [sig       ] [1785/3546] Completed KBWP in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-29T20:25:25.241979] [INFO ] [sig       ] [1786/3546] Forecasting KBWY...
[2025-12-29T20:25:25.242007] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-29T20:25:25.242044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-29T20:25:25.253029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-29T20:25:25.253336] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-29T20:25:25.254161] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-29T20:25:25.254214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:25.254245] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:25.254271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:25.254330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:25.310916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:25.311761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:25.311842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:25.311875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:25.426391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:25.426537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:25.426594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:25.426625] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:25.430023] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-12-29T20:25:25.430314] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-29T20:25:25.430442] [INFO ] [sig       ] KBWY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:25.589391] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KBWY.txt
[2025-12-29T20:25:25.589567] [INFO ] [sig       ] [1786/3546] Completed KBWY in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:25.589630] [INFO ] [sig       ] [1787/3546] Forecasting KC...
[2025-12-29T20:25:25.589661] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-29T20:25:25.589700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-29T20:25:25.601711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-29T20:25:25.602098] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-29T20:25:25.602967] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-29T20:25:25.603020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:25.603052] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:25.603079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:25.603144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:25.661769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:25.662640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:25.662748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:25.662783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:25.784630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:25.784775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:25.784814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:25.784843] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:25.788173] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=25.48%)
[2025-12-29T20:25:25.788448] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-29T20:25:25.788591] [INFO ] [sig       ] KC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:25.929434] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KC.txt
[2025-12-29T20:25:25.929622] [INFO ] [sig       ] [1787/3546] Completed KC in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:25.929666] [INFO ] [sig       ] [1788/3546] Forecasting KD...
[2025-12-29T20:25:25.929695] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-29T20:25:25.929725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-29T20:25:25.940925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-29T20:25:25.941207] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-29T20:25:25.942008] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-29T20:25:25.942061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:25.942094] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:25.942120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:25.942178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:25.999183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:25.999852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:25.999947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:25.999986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:26.119360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:26.119514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:26.119555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:26.119616] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:26.123343] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-29T20:25:26.123644] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-29T20:25:26.123773] [INFO ] [sig       ] KD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:26.264996] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KD.txt
[2025-12-29T20:25:26.265127] [INFO ] [sig       ] [1788/3546] Completed KD in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:26.265167] [INFO ] [sig       ] [1789/3546] Forecasting KDP...
[2025-12-29T20:25:26.265198] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-29T20:25:26.265228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-29T20:25:26.276250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-29T20:25:26.276547] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-29T20:25:26.277365] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-29T20:25:26.277420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:26.277451] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:26.277478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:26.277535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:26.337483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:26.338377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:26.338458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:26.338492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:26.464295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:26.464446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:26.464489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:26.464517] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:26.467996] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=81.15%)
[2025-12-29T20:25:26.468278] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-29T20:25:26.468405] [INFO ] [sig       ] KDP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:26.612162] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KDP.txt
[2025-12-29T20:25:26.612307] [INFO ] [sig       ] [1789/3546] Completed KDP in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:26.612349] [INFO ] [sig       ] [1790/3546] Forecasting KE...
[2025-12-29T20:25:26.612379] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-29T20:25:26.612409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-29T20:25:26.623917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-29T20:25:26.624260] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-29T20:25:26.625123] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-29T20:25:26.625177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:26.625209] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:26.625237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:26.625296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:26.688152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:26.689100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:26.689186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:26.689219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:26.805877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:26.806025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:26.806064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:26.806093] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:26.809427] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-29T20:25:26.809713] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-29T20:25:26.809837] [INFO ] [sig       ] KE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:26.947297] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KE.txt
[2025-12-29T20:25:26.947419] [INFO ] [sig       ] [1790/3546] Completed KE in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:26.947460] [INFO ] [sig       ] [1791/3546] Forecasting KELYA...
[2025-12-29T20:25:26.947491] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-29T20:25:26.947521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-29T20:25:26.959401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-29T20:25:26.959738] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-29T20:25:26.960535] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-29T20:25:26.960611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:26.960687] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:26.960718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:26.960777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:27.018852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:27.019467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:27.019549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:27.019600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:27.139392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:27.139558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:27.139615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:27.139646] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:27.143020] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-29T20:25:27.143325] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-29T20:25:27.143453] [INFO ] [sig       ] KELYA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:27.286376] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KELYA.txt
[2025-12-29T20:25:27.286543] [INFO ] [sig       ] [1791/3546] Completed KELYA in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:27.286604] [INFO ] [sig       ] [1792/3546] Forecasting KEN...
[2025-12-29T20:25:27.286637] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-29T20:25:27.286667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-29T20:25:27.298468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-29T20:25:27.298868] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-29T20:25:27.299743] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-29T20:25:27.299795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:27.299827] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:27.299852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:27.299909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:27.356444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:27.357342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:27.357428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:27.357459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:27.479488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:27.479771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:27.479823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:27.479854] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:27.483453] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-12-29T20:25:27.483757] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-29T20:25:27.483911] [INFO ] [sig       ] KEN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:27.628030] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KEN.txt
[2025-12-29T20:25:27.628188] [INFO ] [sig       ] [1792/3546] Completed KEN in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:27.628227] [INFO ] [sig       ] [1793/3546] Forecasting KEP...
[2025-12-29T20:25:27.628257] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-29T20:25:27.628285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-29T20:25:27.640163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-29T20:25:27.640514] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-29T20:25:27.641315] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-29T20:25:27.641368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:27.641399] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:27.641425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:27.641483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:27.703731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:27.704668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:27.704754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:27.704788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:27.827144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:27.827302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:27.827342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:27.827371] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:27.831009] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2025-12-29T20:25:27.831287] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-29T20:25:27.831416] [INFO ] [sig       ] KEP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:27.974087] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KEP.txt
[2025-12-29T20:25:27.974241] [INFO ] [sig       ] [1793/3546] Completed KEP in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:27.974280] [INFO ] [sig       ] [1794/3546] Forecasting KEX...
[2025-12-29T20:25:27.974310] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-29T20:25:27.974340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-29T20:25:27.998335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-29T20:25:27.998694] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-29T20:25:27.999531] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-29T20:25:27.999600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:27.999634] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:27.999660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:27.999717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:28.056642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:28.057512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:28.057613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:28.057649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:28.178147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:28.178305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:28.178344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:28.178410] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:28.181801] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=45.61%)
[2025-12-29T20:25:28.182081] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-29T20:25:28.182209] [INFO ] [sig       ] KEX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:28.325463] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KEX.txt
[2025-12-29T20:25:28.325648] [INFO ] [sig       ] [1794/3546] Completed KEX in 0.4s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:28.325690] [INFO ] [sig       ] [1795/3546] Forecasting KEYS...
[2025-12-29T20:25:28.325721] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-29T20:25:28.325751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-29T20:25:28.337070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-29T20:25:28.337405] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-29T20:25:28.338206] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-29T20:25:28.338268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:28.338300] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:28.338327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:28.338384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:28.394632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:28.395516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:28.395619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:28.395655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:28.520935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:28.521094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:28.521134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:28.521163] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:28.524644] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-29T20:25:28.524946] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-29T20:25:28.525085] [INFO ] [sig       ] KEYS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:28.667052] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KEYS.txt
[2025-12-29T20:25:28.667213] [INFO ] [sig       ] [1795/3546] Completed KEYS in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-29T20:25:28.667252] [INFO ] [sig       ] [1796/3546] Forecasting KFS...
[2025-12-29T20:25:28.667282] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-29T20:25:28.667311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-29T20:25:28.679166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-29T20:25:28.679551] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-29T20:25:28.680394] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-29T20:25:28.680449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:28.680481] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:28.680509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:28.680569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:28.738702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:28.739622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:28.739706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:28.739739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:28.860792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:28.860943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:28.860983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:28.861011] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:28.864370] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-29T20:25:28.864671] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-29T20:25:28.864797] [INFO ] [sig       ] KFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:29.005046] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KFS.txt
[2025-12-29T20:25:29.005206] [INFO ] [sig       ] [1796/3546] Completed KFS in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-29T20:25:29.005246] [INFO ] [sig       ] [1797/3546] Forecasting KFY...
[2025-12-29T20:25:29.005275] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-29T20:25:29.005308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-29T20:25:29.016661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-29T20:25:29.016964] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-29T20:25:29.017825] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-29T20:25:29.017879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:29.017910] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:29.017938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:29.017997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:29.075372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:29.076032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:29.076115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:29.076147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:29.190297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:29.190463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:29.190502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:29.190529] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:29.193951] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-29T20:25:29.194227] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-29T20:25:29.194350] [INFO ] [sig       ] KFY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:29.336110] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KFY.txt
[2025-12-29T20:25:29.336260] [INFO ] [sig       ] [1797/3546] Completed KFY in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-29T20:25:29.336299] [INFO ] [sig       ] [1798/3546] Forecasting KGS...
[2025-12-29T20:25:29.336328] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-29T20:25:29.336359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-29T20:25:29.347902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-29T20:25:29.348193] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-29T20:25:29.349017] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-29T20:25:29.349070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:29.349101] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:29.349126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:29.349183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:29.407142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:29.407893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:29.407975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:29.408008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:29.530241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:29.530395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:29.530437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:29.530466] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:29.533853] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-29T20:25:29.534128] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-29T20:25:29.534254] [INFO ] [sig       ] KGS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:29.675620] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KGS.txt
[2025-12-29T20:25:29.675762] [INFO ] [sig       ] [1798/3546] Completed KGS in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-29T20:25:29.675807] [INFO ] [sig       ] [1799/3546] Forecasting KHC...
[2025-12-29T20:25:29.675838] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-29T20:25:29.675867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-29T20:25:29.687651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-29T20:25:29.687951] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-29T20:25:29.688779] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-29T20:25:29.688834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:29.688872] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:29.688900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:29.688958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:29.746919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:29.747568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:29.747669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:29.747702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:29.867327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:29.867485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:29.867523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:29.867551] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:29.870993] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-29T20:25:29.871270] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-29T20:25:29.871396] [INFO ] [sig       ] KHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:30.022643] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KHC.txt
[2025-12-29T20:25:30.022804] [INFO ] [sig       ] [1799/3546] Completed KHC in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-29T20:25:30.022843] [INFO ] [sig       ] [1800/3546] Forecasting KIDS...
[2025-12-29T20:25:30.022873] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-29T20:25:30.022902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-29T20:25:30.034636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-29T20:25:30.034894] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-29T20:25:30.035686] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-29T20:25:30.035738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:30.035769] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:30.035795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:30.035852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:30.094428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:30.095298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:30.095383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:30.095417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:30.220787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:30.220966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:30.221007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:30.221037] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:30.224918] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2025-12-29T20:25:30.225213] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-29T20:25:30.225373] [INFO ] [sig       ] KIDS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:30.369107] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KIDS.txt
[2025-12-29T20:25:30.369263] [INFO ] [sig       ] [1800/3546] Completed KIDS in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-29T20:25:30.369303] [INFO ] [sig       ] [1801/3546] Forecasting KIM...
[2025-12-29T20:25:30.369334] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-29T20:25:30.369369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-29T20:25:30.381623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-29T20:25:30.381984] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-29T20:25:30.382818] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-29T20:25:30.382872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:30.382904] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:30.382933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:30.382992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:30.443202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:30.444106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:30.444224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:30.444259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:30.568392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:30.568554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:30.568617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:30.568647] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:30.572633] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2025-12-29T20:25:30.572986] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-29T20:25:30.573131] [INFO ] [sig       ] KIM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:30.718259] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KIM.txt
[2025-12-29T20:25:30.718409] [INFO ] [sig       ] [1801/3546] Completed KIM in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-29T20:25:30.718448] [INFO ] [sig       ] [1802/3546] Forecasting KINS...
[2025-12-29T20:25:30.718478] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-29T20:25:30.718507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-29T20:25:30.730073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-29T20:25:30.730421] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-29T20:25:30.731224] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-29T20:25:30.731276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:30.731308] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:30.731334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:30.731392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:30.790023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:30.790889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:30.790974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:30.791007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:30.919864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:30.920024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:30.920081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:30.920112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:30.924120] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=31.41%)
[2025-12-29T20:25:30.924431] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-29T20:25:30.924583] [INFO ] [sig       ] KINS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:31.071462] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KINS.txt
[2025-12-29T20:25:31.071637] [INFO ] [sig       ] [1802/3546] Completed KINS in 0.4s | 2.87 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-29T20:25:31.071679] [INFO ] [sig       ] [1803/3546] Forecasting KIO...
[2025-12-29T20:25:31.071709] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-29T20:25:31.071739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-29T20:25:31.083192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-29T20:25:31.083532] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-29T20:25:31.084355] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-29T20:25:31.084409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:31.084442] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:31.084469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:31.084528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:31.146672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:31.147540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:31.147646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:31.147681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:31.268871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:31.269029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:31.269069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:31.269097] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:31.272601] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-12-29T20:25:31.272912] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-29T20:25:31.273048] [INFO ] [sig       ] KIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:31.421863] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KIO.txt
[2025-12-29T20:25:31.422034] [INFO ] [sig       ] [1803/3546] Completed KIO in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:31.422073] [INFO ] [sig       ] [1804/3546] Forecasting KKRS...
[2025-12-29T20:25:31.422104] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-29T20:25:31.422133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-29T20:25:31.434631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-29T20:25:31.435022] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-29T20:25:31.435875] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-29T20:25:31.435929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:31.435961] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:31.435988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:31.436047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:31.496123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:31.497039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:31.497144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:31.497178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:31.610503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:31.610687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:31.610729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:31.610758] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:31.614081] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-12-29T20:25:31.614348] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-29T20:25:31.614472] [INFO ] [sig       ] KKRS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:31.753538] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KKRS.txt
[2025-12-29T20:25:31.753714] [INFO ] [sig       ] [1804/3546] Completed KKRS in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:31.753754] [INFO ] [sig       ] [1805/3546] Forecasting KLAC...
[2025-12-29T20:25:31.753783] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-29T20:25:31.753812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-29T20:25:31.765195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-29T20:25:31.765476] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-29T20:25:31.766270] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-29T20:25:31.766323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:31.766354] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:31.766381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:31.766438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:31.822807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:31.823597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:31.823679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:31.823710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:31.946005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:31.946157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:31.946196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:31.946224] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:31.949628] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=68.68%)
[2025-12-29T20:25:31.949898] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-29T20:25:31.950020] [INFO ] [sig       ] KLAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:32.094340] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KLAC.txt
[2025-12-29T20:25:32.094468] [INFO ] [sig       ] [1805/3546] Completed KLAC in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:32.094506] [INFO ] [sig       ] [1806/3546] Forecasting KLIC...
[2025-12-29T20:25:32.094535] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-29T20:25:32.094564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-29T20:25:32.106674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-29T20:25:32.107051] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-29T20:25:32.107878] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-29T20:25:32.107930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:32.107973] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:32.108000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:32.108057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:32.166711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:32.167610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:32.167695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:32.167727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:32.292289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:32.292444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:32.292484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:32.292513] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:32.296021] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-12-29T20:25:32.296309] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-29T20:25:32.296441] [INFO ] [sig       ] KLIC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:32.436896] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KLIC.txt
[2025-12-29T20:25:32.437057] [INFO ] [sig       ] [1806/3546] Completed KLIC in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:32.437097] [INFO ] [sig       ] [1807/3546] Forecasting KLXE...
[2025-12-29T20:25:32.437125] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-29T20:25:32.437154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-29T20:25:32.448879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-29T20:25:32.449235] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-29T20:25:32.450062] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-29T20:25:32.450115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:32.450148] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:32.450176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:32.450240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:32.510924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:32.511822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:32.511904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:32.511938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:32.634519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:32.634691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:32.634733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:32.634764] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:32.638329] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2025-12-29T20:25:32.638631] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-29T20:25:32.638781] [INFO ] [sig       ] KLXE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:32.782761] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KLXE.txt
[2025-12-29T20:25:32.782918] [INFO ] [sig       ] [1807/3546] Completed KLXE in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:32.782959] [INFO ] [sig       ] [1808/3546] Forecasting KMB...
[2025-12-29T20:25:32.782987] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-29T20:25:32.783017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-29T20:25:32.794825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-29T20:25:32.795202] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-29T20:25:32.796033] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-29T20:25:32.796087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:32.796154] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:32.796194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:32.796278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:32.858405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:32.859297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:32.859381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:32.859414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:32.978281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:32.978436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:32.978476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:32.978505] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:32.981957] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-12-29T20:25:32.982240] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-29T20:25:32.982372] [INFO ] [sig       ] KMB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:33.124938] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KMB.txt
[2025-12-29T20:25:33.125097] [INFO ] [sig       ] [1808/3546] Completed KMB in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:33.125136] [INFO ] [sig       ] [1809/3546] Forecasting KMDA...
[2025-12-29T20:25:33.125167] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-29T20:25:33.125196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-29T20:25:33.136120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-29T20:25:33.136458] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-29T20:25:33.137253] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-29T20:25:33.137305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:33.137336] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:33.137363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:33.137424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:33.195195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:33.196111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:33.196196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:33.196230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:33.328841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:33.329019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:33.329066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:33.329096] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:33.332796] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-29T20:25:33.333098] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-29T20:25:33.333236] [INFO ] [sig       ] KMDA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:33.476942] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KMDA.txt
[2025-12-29T20:25:33.477074] [INFO ] [sig       ] [1809/3546] Completed KMDA in 0.4s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:33.477112] [INFO ] [sig       ] [1810/3546] Forecasting KMI...
[2025-12-29T20:25:33.477148] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-29T20:25:33.477178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-29T20:25:33.489246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-29T20:25:33.489505] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-29T20:25:33.490460] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-29T20:25:33.490512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:33.490755] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:33.490786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:33.490844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:33.548565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:33.549553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:33.549653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:33.549686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:33.669151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:33.669308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:33.669348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:33.669376] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:33.672753] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=51.61%)
[2025-12-29T20:25:33.673032] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-29T20:25:33.673157] [INFO ] [sig       ] KMI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:33.816148] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KMI.txt
[2025-12-29T20:25:33.816300] [INFO ] [sig       ] [1810/3546] Completed KMI in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:33.816338] [INFO ] [sig       ] [1811/3546] Forecasting KMPB...
[2025-12-29T20:25:33.816369] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-29T20:25:33.816400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-29T20:25:33.829109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-29T20:25:33.829437] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-29T20:25:33.830216] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-29T20:25:33.830268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:33.830299] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:33.830326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:33.830384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:33.887192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:33.887843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:33.887923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:33.887955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:34.001223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:34.001402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:34.001443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:34.001510] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:34.005156] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-29T20:25:34.005483] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-29T20:25:34.005637] [INFO ] [sig       ] KMPB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:34.156722] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KMPB.txt
[2025-12-29T20:25:34.156880] [INFO ] [sig       ] [1811/3546] Completed KMPB in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:34.156922] [INFO ] [sig       ] [1812/3546] Forecasting KMX...
[2025-12-29T20:25:34.156950] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-29T20:25:34.156980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-29T20:25:34.169412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-29T20:25:34.169966] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-29T20:25:34.170959] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-29T20:25:34.171012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:34.171044] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:34.171070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:34.171128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:34.231097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:34.232007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:34.232110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:34.232143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:34.349867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:34.350022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:34.350062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:34.350090] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:34.353465] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-12-29T20:25:34.353763] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-29T20:25:34.353890] [INFO ] [sig       ] KMX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:34.497254] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KMX.txt
[2025-12-29T20:25:34.497398] [INFO ] [sig       ] [1812/3546] Completed KMX in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-29T20:25:34.497437] [INFO ] [sig       ] [1813/3546] Forecasting KN...
[2025-12-29T20:25:34.497466] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-29T20:25:34.497496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-29T20:25:34.509883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-29T20:25:34.510204] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-29T20:25:34.511038] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-29T20:25:34.511090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:34.511121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:34.511147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:34.511206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:34.572338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:34.573099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:34.573182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:34.573213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:34.703750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:34.703907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:34.703947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:34.703995] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:34.707806] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-29T20:25:34.708169] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-29T20:25:34.708334] [INFO ] [sig       ] KN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:34.869903] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KN.txt
[2025-12-29T20:25:34.870051] [INFO ] [sig       ] [1813/3546] Completed KN in 0.4s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-29T20:25:34.870092] [INFO ] [sig       ] [1814/3546] Forecasting KNF...
[2025-12-29T20:25:34.870121] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-29T20:25:34.870153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-29T20:25:34.882299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-29T20:25:34.882736] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-29T20:25:34.883647] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-29T20:25:34.883702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:34.883742] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:34.883785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:34.883867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:34.947236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:34.948208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:34.948305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:34.948340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:35.077340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:35.077514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:35.077558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:35.077607] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:35.081262] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2025-12-29T20:25:35.081565] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-29T20:25:35.081716] [INFO ] [sig       ] KNF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:35.238000] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KNF.txt
[2025-12-29T20:25:35.238169] [INFO ] [sig       ] [1814/3546] Completed KNF in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-29T20:25:35.238229] [INFO ] [sig       ] [1815/3546] Forecasting KNOP...
[2025-12-29T20:25:35.238265] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-29T20:25:35.238295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-29T20:25:35.250893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-29T20:25:35.251268] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-29T20:25:35.252107] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-29T20:25:35.252162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:35.252194] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:35.252222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:35.252280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:35.317371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:35.318114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:35.318203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:35.318236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:35.447904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:35.448061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:35.448103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:35.448132] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:35.452265] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-29T20:25:35.452852] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-29T20:25:35.453022] [INFO ] [sig       ] KNOP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:35.619707] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KNOP.txt
[2025-12-29T20:25:35.619895] [INFO ] [sig       ] [1815/3546] Completed KNOP in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-29T20:25:35.619946] [INFO ] [sig       ] [1816/3546] Forecasting KNSA...
[2025-12-29T20:25:35.619976] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-29T20:25:35.620007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-29T20:25:35.633400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-29T20:25:35.633794] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-29T20:25:35.634805] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-29T20:25:35.634861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:35.634894] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:35.634920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:35.634991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:35.703227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:35.704068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:35.704174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:35.704225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:35.839152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:35.839311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:35.839364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:35.839408] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:35.843033] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=79.09%)
[2025-12-29T20:25:35.843390] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-29T20:25:35.843558] [INFO ] [sig       ] KNSA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:35.997774] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KNSA.txt
[2025-12-29T20:25:35.997935] [INFO ] [sig       ] [1816/3546] Completed KNSA in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-29T20:25:35.997976] [INFO ] [sig       ] [1817/3546] Forecasting KNSL...
[2025-12-29T20:25:35.998005] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-29T20:25:35.998036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-29T20:25:36.011960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-29T20:25:36.012331] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-29T20:25:36.013190] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-29T20:25:36.013245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:36.013276] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:36.013302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:36.013371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:36.078002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:36.079025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:36.079130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:36.079179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:36.214788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:36.214981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:36.215030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:36.215060] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:36.219046] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=71.85%)
[2025-12-29T20:25:36.219374] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-29T20:25:36.219520] [INFO ] [sig       ] KNSL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:36.375966] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KNSL.txt
[2025-12-29T20:25:36.376119] [INFO ] [sig       ] [1817/3546] Completed KNSL in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-29T20:25:36.376161] [INFO ] [sig       ] [1818/3546] Forecasting KNTK...
[2025-12-29T20:25:36.376191] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-29T20:25:36.376221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-29T20:25:36.388791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-29T20:25:36.389172] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-29T20:25:36.390034] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-29T20:25:36.390088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:36.390120] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:36.390149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:36.390221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:36.457010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:36.457900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:36.458022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:36.458057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:36.589467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:36.589647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:36.589690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:36.589719] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:36.593623] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-29T20:25:36.593954] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-29T20:25:36.594089] [INFO ] [sig       ] KNTK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:36.749132] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KNTK.txt
[2025-12-29T20:25:36.749273] [INFO ] [sig       ] [1818/3546] Completed KNTK in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-29T20:25:36.749314] [INFO ] [sig       ] [1819/3546] Forecasting KNX...
[2025-12-29T20:25:36.749345] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-29T20:25:36.749374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-29T20:25:36.762683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-29T20:25:36.763019] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-29T20:25:36.763869] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-29T20:25:36.763935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:36.763968] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:36.763996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:36.764059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:36.829206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:36.829947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:36.830028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:36.830062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:36.965000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:36.965193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:36.965236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:36.965276] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:36.969180] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-29T20:25:36.969488] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-29T20:25:36.969649] [INFO ] [sig       ] KNX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:37.127634] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KNX.txt
[2025-12-29T20:25:37.127805] [INFO ] [sig       ] [1819/3546] Completed KNX in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-29T20:25:37.127847] [INFO ] [sig       ] [1820/3546] Forecasting KOD...
[2025-12-29T20:25:37.127877] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-29T20:25:37.127907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-29T20:25:37.140419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-29T20:25:37.140806] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-29T20:25:37.141658] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-29T20:25:37.141713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:37.141744] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:37.141770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:37.141828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:37.203983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:37.204832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:37.204917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:37.204951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:37.337038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:37.337195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:37.337234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:37.337261] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:37.340786] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-29T20:25:37.341103] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-29T20:25:37.341238] [INFO ] [sig       ] KOD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:37.499030] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KOD.txt
[2025-12-29T20:25:37.499195] [INFO ] [sig       ] [1820/3546] Completed KOD in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:37.499242] [INFO ] [sig       ] [1821/3546] Forecasting KODK...
[2025-12-29T20:25:37.499273] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-29T20:25:37.499303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-29T20:25:37.511319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-29T20:25:37.511748] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-29T20:25:37.512663] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-29T20:25:37.512730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:37.512778] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:37.512814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:37.512875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:37.578104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:37.578994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:37.579095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:37.579146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:37.709809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:37.709967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:37.710023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:37.710069] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:37.713969] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-29T20:25:37.714247] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-29T20:25:37.714376] [INFO ] [sig       ] KODK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:37.866049] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KODK.txt
[2025-12-29T20:25:37.866225] [INFO ] [sig       ] [1821/3546] Completed KODK in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:37.866268] [INFO ] [sig       ] [1822/3546] Forecasting KOF...
[2025-12-29T20:25:37.866298] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-29T20:25:37.866329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-29T20:25:37.879060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-29T20:25:37.879434] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-29T20:25:37.880332] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-29T20:25:37.880389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:37.880422] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:37.880448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:37.880507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:37.945276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:37.946235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:37.946322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:37.946356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:38.076998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:38.077153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:38.077194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:38.077224] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:38.081158] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-29T20:25:38.081512] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-29T20:25:38.081675] [INFO ] [sig       ] KOF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:38.240336] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KOF.txt
[2025-12-29T20:25:38.240504] [INFO ] [sig       ] [1822/3546] Completed KOF in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:38.240546] [INFO ] [sig       ] [1823/3546] Forecasting KOP...
[2025-12-29T20:25:38.240596] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-29T20:25:38.240631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-29T20:25:38.252811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-29T20:25:38.253189] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-29T20:25:38.254030] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-29T20:25:38.254084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:38.254115] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:38.254142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:38.254201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:38.318239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:38.319129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:38.319224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:38.319262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:38.447415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:38.447568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:38.447629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:38.447659] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:38.451158] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=81.11%)
[2025-12-29T20:25:38.451464] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-29T20:25:38.451612] [INFO ] [sig       ] KOP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:38.603198] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KOP.txt
[2025-12-29T20:25:38.603359] [INFO ] [sig       ] [1823/3546] Completed KOP in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:38.603406] [INFO ] [sig       ] [1824/3546] Forecasting KOPN...
[2025-12-29T20:25:38.603436] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-29T20:25:38.603465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-29T20:25:38.615988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-29T20:25:38.616272] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-29T20:25:38.617143] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-29T20:25:38.617205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:38.617237] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:38.617264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:38.617322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:38.679902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:38.680545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:38.680644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:38.680678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:38.806635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:38.806800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:38.806856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:38.806903] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:38.810646] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-12-29T20:25:38.810987] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-29T20:25:38.811154] [INFO ] [sig       ] KOPN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:38.968005] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KOPN.txt
[2025-12-29T20:25:38.968160] [INFO ] [sig       ] [1824/3546] Completed KOPN in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:38.968201] [INFO ] [sig       ] [1825/3546] Forecasting KOSS...
[2025-12-29T20:25:38.968230] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-29T20:25:38.968260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-29T20:25:38.980080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-29T20:25:38.980377] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-29T20:25:38.981237] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-29T20:25:38.981291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:38.981349] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:38.981379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:38.981438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:39.045223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:39.046181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:39.046273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:39.046308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:39.172466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:39.172653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:39.172701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:39.172743] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:39.176517] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-29T20:25:39.176836] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-29T20:25:39.176990] [INFO ] [sig       ] KOSS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:39.328637] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KOSS.txt
[2025-12-29T20:25:39.328830] [INFO ] [sig       ] [1825/3546] Completed KOSS in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:39.328877] [INFO ] [sig       ] [1826/3546] Forecasting KPRX...
[2025-12-29T20:25:39.328906] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-29T20:25:39.328936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-29T20:25:39.340829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-29T20:25:39.341169] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-29T20:25:39.342007] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-29T20:25:39.342062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:39.342095] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:39.342122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:39.342180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:39.406490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:39.407209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:39.407294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:39.407328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:39.531042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:39.531217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:39.531264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:39.531294] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:39.534870] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=21.44%)
[2025-12-29T20:25:39.535174] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-29T20:25:39.535317] [INFO ] [sig       ] KPRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:39.685619] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KPRX.txt
[2025-12-29T20:25:39.685754] [INFO ] [sig       ] [1826/3546] Completed KPRX in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:39.685793] [INFO ] [sig       ] [1827/3546] Forecasting KPTI...
[2025-12-29T20:25:39.685822] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-29T20:25:39.685850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-29T20:25:39.697441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-29T20:25:39.697791] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-29T20:25:39.698635] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-29T20:25:39.698690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:39.698730] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:39.698793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:39.698860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:39.762296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:39.763257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:39.763351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:39.763385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:39.889620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:39.889776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:39.889830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:39.889875] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:39.893693] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-29T20:25:39.893974] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-29T20:25:39.894105] [INFO ] [sig       ] KPTI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:40.045083] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KPTI.txt
[2025-12-29T20:25:40.045249] [INFO ] [sig       ] [1827/3546] Completed KPTI in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:40.045289] [INFO ] [sig       ] [1828/3546] Forecasting KRC...
[2025-12-29T20:25:40.045321] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-29T20:25:40.045352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-29T20:25:40.057435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-29T20:25:40.057763] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-29T20:25:40.058628] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-29T20:25:40.058690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:40.058733] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:40.058800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:40.058883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:40.120535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:40.121405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:40.121490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:40.121525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:40.251462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:40.251660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:40.251719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:40.251800] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:40.255538] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-12-29T20:25:40.255909] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-29T20:25:40.256056] [INFO ] [sig       ] KRC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:40.407138] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KRC.txt
[2025-12-29T20:25:40.407306] [INFO ] [sig       ] [1828/3546] Completed KRC in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:40.407347] [INFO ] [sig       ] [1829/3546] Forecasting KREF...
[2025-12-29T20:25:40.407377] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-29T20:25:40.407407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-29T20:25:40.419294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-29T20:25:40.419708] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-29T20:25:40.420520] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-29T20:25:40.420607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:40.420643] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:40.420670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:40.420730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:40.484930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:40.485846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:40.485932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:40.485965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:40.613710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:40.614082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:40.614125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:40.614152] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:40.618412] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-29T20:25:40.618729] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-29T20:25:40.618886] [INFO ] [sig       ] KREF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:40.766553] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KREF.txt
[2025-12-29T20:25:40.766727] [INFO ] [sig       ] [1829/3546] Completed KREF in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:40.766777] [INFO ] [sig       ] [1830/3546] Forecasting KRG...
[2025-12-29T20:25:40.766807] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-29T20:25:40.766837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-29T20:25:40.778362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-29T20:25:40.778738] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-29T20:25:40.779530] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-29T20:25:40.779603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:40.779650] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:40.779678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:40.779741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:40.837227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:40.838103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:40.838214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:40.838248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:40.957469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:40.957639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:40.957680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:40.957709] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:40.961043] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-29T20:25:40.961310] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-29T20:25:40.961430] [INFO ] [sig       ] KRG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:41.100448] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KRG.txt
[2025-12-29T20:25:41.100588] [INFO ] [sig       ] [1830/3546] Completed KRG in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-29T20:25:41.100629] [INFO ] [sig       ] [1831/3546] Forecasting KRMD...
[2025-12-29T20:25:41.100657] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-29T20:25:41.100686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-29T20:25:41.112106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-29T20:25:41.112359] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-29T20:25:41.113142] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-29T20:25:41.113194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:41.113224] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:41.113250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:41.113306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:41.169872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:41.170534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:41.170637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:41.170671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:41.290046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:41.290201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:41.290241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:41.290269] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:41.293591] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2025-12-29T20:25:41.293856] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-29T20:25:41.293978] [INFO ] [sig       ] KRMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:41.434526] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KRMD.txt
[2025-12-29T20:25:41.434711] [INFO ] [sig       ] [1831/3546] Completed KRMD in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-29T20:25:41.434750] [INFO ] [sig       ] [1832/3546] Forecasting KRNY...
[2025-12-29T20:25:41.434781] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-29T20:25:41.434810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-29T20:25:41.447127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-29T20:25:41.447475] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-29T20:25:41.448426] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-29T20:25:41.448478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:41.448510] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:41.448537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:41.448614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:41.506240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:41.506897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:41.506975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:41.507007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:41.623218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:41.623368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:41.623407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:41.623435] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:41.626816] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=85.50%)
[2025-12-29T20:25:41.627104] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-29T20:25:41.627233] [INFO ] [sig       ] KRNY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:41.768826] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KRNY.txt
[2025-12-29T20:25:41.768987] [INFO ] [sig       ] [1832/3546] Completed KRNY in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-29T20:25:41.769028] [INFO ] [sig       ] [1833/3546] Forecasting KRO...
[2025-12-29T20:25:41.769058] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-29T20:25:41.769088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-29T20:25:41.781980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-29T20:25:41.782349] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-29T20:25:41.783172] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-29T20:25:41.783226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:41.783257] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:41.783284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:41.783341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:41.840914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:41.841778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:41.841860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:41.841892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:41.957592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:41.957737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:41.957775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:41.957803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:41.961084] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-29T20:25:41.961348] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-29T20:25:41.961467] [INFO ] [sig       ] KRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:42.159441] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KRO.txt
[2025-12-29T20:25:42.159613] [INFO ] [sig       ] [1833/3546] Completed KRO in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-29T20:25:42.159660] [INFO ] [sig       ] [1834/3546] Forecasting KROS...
[2025-12-29T20:25:42.159692] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-29T20:25:42.159723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-29T20:25:42.171391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-29T20:25:42.171794] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-29T20:25:42.172826] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-29T20:25:42.172878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:42.172910] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:42.172936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:42.172994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:42.230588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:42.231416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:42.231498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:42.231530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:42.353492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:42.353656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:42.353697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:42.353724] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:42.357195] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-29T20:25:42.357462] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-29T20:25:42.357609] [INFO ] [sig       ] KROS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:42.497932] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KROS.txt
[2025-12-29T20:25:42.498063] [INFO ] [sig       ] [1834/3546] Completed KROS in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-29T20:25:42.498103] [INFO ] [sig       ] [1835/3546] Forecasting KRP...
[2025-12-29T20:25:42.498131] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-29T20:25:42.498160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-29T20:25:42.510005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-29T20:25:42.510369] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-29T20:25:42.511362] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-29T20:25:42.511415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:42.511446] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:42.511474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:42.511531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:42.568551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:42.569267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:42.569371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:42.569405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:42.687322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:42.687478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:42.687518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:42.687547] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:42.690904] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=17.82%)
[2025-12-29T20:25:42.691171] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-29T20:25:42.691311] [INFO ] [sig       ] KRP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:42.830908] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KRP.txt
[2025-12-29T20:25:42.831038] [INFO ] [sig       ] [1835/3546] Completed KRP in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-29T20:25:42.831077] [INFO ] [sig       ] [1836/3546] Forecasting KRRO...
[2025-12-29T20:25:42.831107] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-29T20:25:42.831137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-29T20:25:42.842077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-29T20:25:42.842337] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-29T20:25:42.843115] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-29T20:25:42.843167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:42.843198] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:42.843224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:42.843282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:42.899975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:42.900694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:42.900774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:42.900806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:43.024092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:43.024246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:43.024285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:43.024313] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:43.027649] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-29T20:25:43.027917] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-29T20:25:43.028043] [INFO ] [sig       ] KRRO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:43.166910] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KRRO.txt
[2025-12-29T20:25:43.167051] [INFO ] [sig       ] [1836/3546] Completed KRRO in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-29T20:25:43.167089] [INFO ] [sig       ] [1837/3546] Forecasting KRUS...
[2025-12-29T20:25:43.167119] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-29T20:25:43.167148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-29T20:25:43.178070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-29T20:25:43.178331] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-29T20:25:43.179136] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-29T20:25:43.179188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:43.179219] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:43.179246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:43.179304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:43.236022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:43.236864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:43.236948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:43.236980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:43.350612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:43.350768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:43.350823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:43.350853] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:43.354209] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=79.18%)
[2025-12-29T20:25:43.354488] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-29T20:25:43.354635] [INFO ] [sig       ] KRUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:43.497098] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KRUS.txt
[2025-12-29T20:25:43.497256] [INFO ] [sig       ] [1837/3546] Completed KRUS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:43.497294] [INFO ] [sig       ] [1838/3546] Forecasting KRYS...
[2025-12-29T20:25:43.497324] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-29T20:25:43.497353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-29T20:25:43.509506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-29T20:25:43.509936] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-29T20:25:43.510837] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-29T20:25:43.510893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:43.510925] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:43.510953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:43.511011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:43.568324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:43.569170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:43.569253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:43.569285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:43.689177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:43.689331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:43.689370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:43.689399] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:43.692740] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-12-29T20:25:43.693007] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-29T20:25:43.693128] [INFO ] [sig       ] KRYS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:43.832735] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KRYS.txt
[2025-12-29T20:25:43.832892] [INFO ] [sig       ] [1838/3546] Completed KRYS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:43.832931] [INFO ] [sig       ] [1839/3546] Forecasting KSCP...
[2025-12-29T20:25:43.832962] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-29T20:25:43.832991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-29T20:25:43.844370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-29T20:25:43.844730] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-29T20:25:43.845499] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-29T20:25:43.845551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:43.845603] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:43.845632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:43.845689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:43.903144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:43.903943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:43.904058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:43.904093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:44.023489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:44.023666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:44.023707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:44.023736] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:44.027046] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-29T20:25:44.027314] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-29T20:25:44.027437] [INFO ] [sig       ] KSCP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:44.166646] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KSCP.txt
[2025-12-29T20:25:44.166774] [INFO ] [sig       ] [1839/3546] Completed KSCP in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:44.166813] [INFO ] [sig       ] [1840/3546] Forecasting KSPI...
[2025-12-29T20:25:44.166843] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-29T20:25:44.166873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-29T20:25:44.177969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-29T20:25:44.178269] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-29T20:25:44.179085] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-29T20:25:44.179138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:44.179169] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:44.179195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:44.179252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:44.238626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:44.239402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:44.239486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:44.239517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:44.358587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:44.358743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:44.358798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:44.358827] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:44.362144] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=67.34%)
[2025-12-29T20:25:44.362411] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-29T20:25:44.362533] [INFO ] [sig       ] KSPI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:44.502955] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KSPI.txt
[2025-12-29T20:25:44.503099] [INFO ] [sig       ] [1840/3546] Completed KSPI in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:44.503140] [INFO ] [sig       ] [1841/3546] Forecasting KSS...
[2025-12-29T20:25:44.503168] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-29T20:25:44.503199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-29T20:25:44.514392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-29T20:25:44.514683] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-29T20:25:44.515452] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-29T20:25:44.515504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:44.515548] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:44.515596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:44.515658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:44.572339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:44.573044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:44.573122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:44.573154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:44.692030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:44.692192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:44.692258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:44.692290] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:44.695702] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2025-12-29T20:25:44.696010] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-29T20:25:44.696146] [INFO ] [sig       ] KSS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:44.836245] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KSS.txt
[2025-12-29T20:25:44.836400] [INFO ] [sig       ] [1841/3546] Completed KSS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:44.836441] [INFO ] [sig       ] [1842/3546] Forecasting KTB...
[2025-12-29T20:25:44.836471] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-29T20:25:44.836500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-29T20:25:44.848387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-29T20:25:44.848740] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-29T20:25:44.849559] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-29T20:25:44.849629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:44.849687] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:44.849715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:44.849774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:44.906305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:44.907064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:44.907144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:44.907176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:45.032680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:45.032846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:45.032892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:45.032922] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:45.036461] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2025-12-29T20:25:45.036756] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-29T20:25:45.036892] [INFO ] [sig       ] KTB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:45.177228] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KTB.txt
[2025-12-29T20:25:45.177375] [INFO ] [sig       ] [1842/3546] Completed KTB in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:45.177416] [INFO ] [sig       ] [1843/3546] Forecasting KTCC...
[2025-12-29T20:25:45.177445] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-29T20:25:45.177474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-29T20:25:45.189910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-29T20:25:45.190213] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-29T20:25:45.191128] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-29T20:25:45.191180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:45.191210] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:45.191237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:45.191299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:45.248395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:45.249260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:45.249346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:45.249378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:45.355326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:45.355480] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:25:45.355520] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:45.355549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:45.358954] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-29T20:25:45.359221] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-29T20:25:45.359348] [INFO ] [sig       ] KTCC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:45.500159] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KTCC.txt
[2025-12-29T20:25:45.500310] [INFO ] [sig       ] [1843/3546] Completed KTCC in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:45.500349] [INFO ] [sig       ] [1844/3546] Forecasting KTF...
[2025-12-29T20:25:45.500378] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-29T20:25:45.500408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-29T20:25:45.511458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-29T20:25:45.511782] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-29T20:25:45.512561] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-29T20:25:45.512632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:45.512665] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:45.512691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:45.512749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:45.572294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:45.572989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:45.573068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:45.573099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:45.692035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:45.692192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:45.692234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:45.692263] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:45.695690] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-12-29T20:25:45.695976] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-29T20:25:45.696105] [INFO ] [sig       ] KTF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:45.835743] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KTF.txt
[2025-12-29T20:25:45.835878] [INFO ] [sig       ] [1844/3546] Completed KTF in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:45.835917] [INFO ] [sig       ] [1845/3546] Forecasting KURA...
[2025-12-29T20:25:45.835953] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-29T20:25:45.835984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-29T20:25:45.846933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-29T20:25:45.847226] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-29T20:25:45.848056] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-29T20:25:45.848111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:45.848143] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:45.848169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:45.848228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:45.907137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:45.907985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:45.908075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:45.908107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:46.028231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:46.028387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:46.028426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:46.028490] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:46.031895] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-29T20:25:46.032161] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-29T20:25:46.032283] [INFO ] [sig       ] KURA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:46.173617] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KURA.txt
[2025-12-29T20:25:46.173751] [INFO ] [sig       ] [1845/3546] Completed KURA in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:46.173797] [INFO ] [sig       ] [1846/3546] Forecasting KVHI...
[2025-12-29T20:25:46.173829] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-29T20:25:46.173859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-29T20:25:46.184922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-29T20:25:46.185244] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-29T20:25:46.186032] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-29T20:25:46.186085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:46.186116] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:46.186142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:46.186200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:46.243674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:46.244422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:46.244502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:46.244533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:46.355345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:46.355496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:46.355535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:46.355564] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:46.358922] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-12-29T20:25:46.359195] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-29T20:25:46.359317] [INFO ] [sig       ] KVHI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:46.501889] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KVHI.txt
[2025-12-29T20:25:46.502024] [INFO ] [sig       ] [1846/3546] Completed KVHI in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:46.502063] [INFO ] [sig       ] [1847/3546] Forecasting KVUE...
[2025-12-29T20:25:46.502092] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-29T20:25:46.502121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-29T20:25:46.513799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-29T20:25:46.514122] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-29T20:25:46.514937] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-29T20:25:46.514990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:46.515023] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:46.515051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:46.515111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:46.571970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:46.572617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:46.572696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:46.572729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:46.686749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:46.686906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:46.686946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:46.686975] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:46.690321] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-29T20:25:46.690607] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-29T20:25:46.690738] [INFO ] [sig       ] KVUE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:46.829020] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KVUE.txt
[2025-12-29T20:25:46.829154] [INFO ] [sig       ] [1847/3546] Completed KVUE in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-29T20:25:46.829193] [INFO ] [sig       ] [1848/3546] Forecasting KVYO...
[2025-12-29T20:25:46.829222] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-29T20:25:46.829252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-29T20:25:46.840593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-29T20:25:46.840872] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-29T20:25:46.841653] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-29T20:25:46.841710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:46.841741] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:46.841767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:46.841824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:46.898624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:46.899297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:46.899375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:46.899407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:47.021991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:47.022138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:47.022176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:47.022221] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:47.025558] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=37.61%)
[2025-12-29T20:25:47.025844] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-29T20:25:47.025966] [INFO ] [sig       ] KVYO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:47.166155] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KVYO.txt
[2025-12-29T20:25:47.166302] [INFO ] [sig       ] [1848/3546] Completed KVYO in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-29T20:25:47.166339] [INFO ] [sig       ] [1849/3546] Forecasting KYN...
[2025-12-29T20:25:47.166369] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-29T20:25:47.166397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-29T20:25:47.177924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-29T20:25:47.178201] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-29T20:25:47.179019] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-29T20:25:47.179071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:47.179102] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:47.179127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:47.179183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:47.238065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:47.238940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:47.239024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:47.239058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:47.357418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:47.357592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:47.357635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:47.357666] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:47.361303] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=52.83%)
[2025-12-29T20:25:47.361617] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-29T20:25:47.361756] [INFO ] [sig       ] KYN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:47.503183] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KYN.txt
[2025-12-29T20:25:47.503333] [INFO ] [sig       ] [1849/3546] Completed KYN in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-29T20:25:47.503372] [INFO ] [sig       ] [1850/3546] Forecasting KYTX...
[2025-12-29T20:25:47.503401] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-29T20:25:47.503430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-29T20:25:47.514809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-29T20:25:47.515138] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-29T20:25:47.515946] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-29T20:25:47.515999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:47.516029] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:47.516055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:47.516112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:47.575027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:47.575894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:47.575982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:47.576031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:47.697278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:47.697432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:47.697473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:47.697502] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:47.700969] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-29T20:25:47.701279] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-29T20:25:47.701412] [INFO ] [sig       ] KYTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:47.843454] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/KYTX.txt
[2025-12-29T20:25:47.843625] [INFO ] [sig       ] [1850/3546] Completed KYTX in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-29T20:25:47.843667] [INFO ] [sig       ] [1851/3546] Forecasting KZIA...
[2025-12-29T20:25:47.843697] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-29T20:25:47.843728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-29T20:25:47.857611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-29T20:25:47.857942] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-29T20:25:47.858730] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-29T20:25:47.858802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:47.858837] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:47.858863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:47.858920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:47.917506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:47.918370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:47.918461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:47.918493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:48.037779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:48.037938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:48.037977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:48.038005] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:48.041339] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=81.97%)
[2025-12-29T20:25:48.041635] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-29T20:25:48.041769] [INFO ] [sig       ] KZIA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:48.182916] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/KZIA.txt
[2025-12-29T20:25:48.183067] [INFO ] [sig       ] [1851/3546] Completed KZIA in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-29T20:25:48.183106] [INFO ] [sig       ] [1852/3546] Forecasting L...
[2025-12-29T20:25:48.183136] [INFO ] [sig       ] Generating forecast for: L
[2025-12-29T20:25:48.183166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-29T20:25:48.194517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-29T20:25:48.194856] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-29T20:25:48.195648] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-29T20:25:48.195700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:48.195731] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:48.195758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:48.195838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:48.252911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:48.253724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:48.253836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:48.253870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:48.369877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:48.370031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:48.370071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:48.370099] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:48.373430] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=62.52%)
[2025-12-29T20:25:48.373726] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-29T20:25:48.373883] [INFO ] [sig       ] L: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:48.514914] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/L.txt
[2025-12-29T20:25:48.515062] [INFO ] [sig       ] [1852/3546] Completed L in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-29T20:25:48.515102] [INFO ] [sig       ] [1853/3546] Forecasting LAB...
[2025-12-29T20:25:48.515134] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-29T20:25:48.515164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-29T20:25:48.527328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-29T20:25:48.527692] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-29T20:25:48.528492] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-29T20:25:48.528552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:48.528623] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:48.528655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:48.528714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:48.588092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:48.588833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:48.588914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:48.588946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:48.710359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:48.710515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:48.710554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:48.710604] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:48.713969] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2025-12-29T20:25:48.714238] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-29T20:25:48.714363] [INFO ] [sig       ] LAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:48.854563] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LAB.txt
[2025-12-29T20:25:48.854713] [INFO ] [sig       ] [1853/3546] Completed LAB in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-29T20:25:48.854753] [INFO ] [sig       ] [1854/3546] Forecasting LAC...
[2025-12-29T20:25:48.854782] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-29T20:25:48.854810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-29T20:25:48.866064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-29T20:25:48.866348] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-29T20:25:48.867153] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-29T20:25:48.867216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:48.867248] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:48.867274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:48.867341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:48.926287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:48.927037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:48.927118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:48.927150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:49.062515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:49.062689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:49.062729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:49.062757] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:49.066144] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=52.02%)
[2025-12-29T20:25:49.066422] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-29T20:25:49.066553] [INFO ] [sig       ] LAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:49.211751] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LAC.txt
[2025-12-29T20:25:49.211913] [INFO ] [sig       ] [1854/3546] Completed LAC in 0.4s | 2.87 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-29T20:25:49.211953] [INFO ] [sig       ] [1855/3546] Forecasting LAD...
[2025-12-29T20:25:49.211984] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-29T20:25:49.212014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-29T20:25:49.225267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-29T20:25:49.225730] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-29T20:25:49.226806] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-29T20:25:49.226871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:49.226914] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:49.226951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:49.227037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:49.295195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:49.296067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:49.296152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:49.296186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:49.414604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:49.414769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:49.414813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:49.414842] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:49.418452] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2025-12-29T20:25:49.418873] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-29T20:25:49.419029] [INFO ] [sig       ] LAD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:49.561620] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LAD.txt
[2025-12-29T20:25:49.561812] [INFO ] [sig       ] [1855/3546] Completed LAD in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:49.561852] [INFO ] [sig       ] [1856/3546] Forecasting LAES...
[2025-12-29T20:25:49.561882] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-29T20:25:49.561913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-29T20:25:49.574009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-29T20:25:49.574356] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-29T20:25:49.575181] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-29T20:25:49.575234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:49.575266] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:49.575292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:49.575350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:49.632652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:49.633503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:49.633602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:49.633636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:49.747679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:49.747834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:49.747874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:49.747901] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:49.751221] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=45.74%)
[2025-12-29T20:25:49.751489] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-29T20:25:49.751631] [INFO ] [sig       ] LAES: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:49.891509] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LAES.txt
[2025-12-29T20:25:49.891682] [INFO ] [sig       ] [1856/3546] Completed LAES in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:49.891721] [INFO ] [sig       ] [1857/3546] Forecasting LAKE...
[2025-12-29T20:25:49.891750] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-29T20:25:49.891782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-29T20:25:49.904430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-29T20:25:49.904773] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-29T20:25:49.905788] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-29T20:25:49.905841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:49.905874] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:49.905901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:49.905959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:49.965049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:49.965940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:49.966025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:49.966057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:50.085842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:50.085996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:50.086035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:50.086063] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:50.089601] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-29T20:25:50.089874] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-29T20:25:50.089996] [INFO ] [sig       ] LAKE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:50.231198] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LAKE.txt
[2025-12-29T20:25:50.231330] [INFO ] [sig       ] [1857/3546] Completed LAKE in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:50.231370] [INFO ] [sig       ] [1858/3546] Forecasting LAND...
[2025-12-29T20:25:50.231400] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-29T20:25:50.231428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-29T20:25:50.242983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-29T20:25:50.243291] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-29T20:25:50.244426] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-29T20:25:50.244483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:50.244517] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:50.244546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:50.244626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:50.302116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:50.302749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:50.302830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:50.302864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:50.423046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:50.423206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:50.423246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:50.423276] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:50.426667] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=62.91%)
[2025-12-29T20:25:50.426940] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-29T20:25:50.427066] [INFO ] [sig       ] LAND: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:50.568194] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LAND.txt
[2025-12-29T20:25:50.568316] [INFO ] [sig       ] [1858/3546] Completed LAND in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:50.568355] [INFO ] [sig       ] [1859/3546] Forecasting LANDO...
[2025-12-29T20:25:50.568384] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-29T20:25:50.568413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-29T20:25:50.580819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-29T20:25:50.581121] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-29T20:25:50.581920] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-29T20:25:50.581972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:50.582029] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:50.582056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:50.582115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:50.639878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:50.640470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:50.640547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:50.640597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:50.745465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:50.745595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:50.745632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:50.745660] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:50.748815] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=26.97%)
[2025-12-29T20:25:50.749095] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-29T20:25:50.749216] [INFO ] [sig       ] LANDO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:50.889719] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LANDO.txt
[2025-12-29T20:25:50.889858] [INFO ] [sig       ] [1859/3546] Completed LANDO in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:50.889905] [INFO ] [sig       ] [1860/3546] Forecasting LANDP...
[2025-12-29T20:25:50.889941] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-29T20:25:50.889970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-29T20:25:50.901389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-29T20:25:50.901684] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-29T20:25:50.902444] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-29T20:25:50.902496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:50.902527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:50.902553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:50.902630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:50.960324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:50.960964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:50.961040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:50.961072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:51.072448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:51.072560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:51.072614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:51.072643] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:51.075803] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-29T20:25:51.076072] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-29T20:25:51.076193] [INFO ] [sig       ] LANDP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:51.217390] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LANDP.txt
[2025-12-29T20:25:51.217539] [INFO ] [sig       ] [1860/3546] Completed LANDP in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:51.217598] [INFO ] [sig       ] [1861/3546] Forecasting LASE...
[2025-12-29T20:25:51.217629] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-29T20:25:51.217659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-29T20:25:51.229125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-29T20:25:51.229460] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-29T20:25:51.230296] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-29T20:25:51.230348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:51.230380] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:51.230407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:51.230465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:51.287359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:51.288025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:51.288119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:51.288152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:51.403788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:51.403914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:51.403950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:51.403978] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:51.407113] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=47.59%)
[2025-12-29T20:25:51.407373] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-29T20:25:51.407494] [INFO ] [sig       ] LASE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:51.546465] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LASE.txt
[2025-12-29T20:25:51.546613] [INFO ] [sig       ] [1861/3546] Completed LASE in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:51.546657] [INFO ] [sig       ] [1862/3546] Forecasting LAZ...
[2025-12-29T20:25:51.546686] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-29T20:25:51.546717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-29T20:25:51.557710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-29T20:25:51.557994] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-29T20:25:51.558802] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-29T20:25:51.558864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:51.558897] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:51.558925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:51.558984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:51.616126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:51.616749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:51.616828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:51.616860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:51.735221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:51.735337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:51.735375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:51.735433] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:51.738655] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-29T20:25:51.738943] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-29T20:25:51.739079] [INFO ] [sig       ] LAZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:51.878033] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LAZ.txt
[2025-12-29T20:25:51.878152] [INFO ] [sig       ] [1862/3546] Completed LAZ in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:51.878192] [INFO ] [sig       ] [1863/3546] Forecasting LBRDA...
[2025-12-29T20:25:51.878222] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-29T20:25:51.878252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-29T20:25:51.889351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-29T20:25:51.889641] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-29T20:25:51.890447] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-29T20:25:51.890500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:51.890532] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:51.890560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:51.890642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:51.948666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:51.949318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:51.949396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:51.949428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:52.085431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:52.085637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:52.085704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:52.085754] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:52.091033] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-29T20:25:52.091444] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-29T20:25:52.091659] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:52.242297] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LBRDA.txt
[2025-12-29T20:25:52.242428] [INFO ] [sig       ] [1863/3546] Completed LBRDA in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:52.242466] [INFO ] [sig       ] [1864/3546] Forecasting LBRDK...
[2025-12-29T20:25:52.242496] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-29T20:25:52.242524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-29T20:25:52.253566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-29T20:25:52.253862] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-29T20:25:52.254648] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-29T20:25:52.254699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:52.254733] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:52.254759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:52.254817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:52.312070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:52.312668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:52.312745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:52.312776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:52.431436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:52.431671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:52.431714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:52.431764] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:52.435094] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=58.34%)
[2025-12-29T20:25:52.435360] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-29T20:25:52.435482] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:52.574964] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LBRDK.txt
[2025-12-29T20:25:52.575096] [INFO ] [sig       ] [1864/3546] Completed LBRDK in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-29T20:25:52.575134] [INFO ] [sig       ] [1865/3546] Forecasting LBTYA...
[2025-12-29T20:25:52.575164] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-29T20:25:52.575195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-29T20:25:52.586982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-29T20:25:52.587260] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-29T20:25:52.588045] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-29T20:25:52.588108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:52.588140] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:52.588166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:52.588223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:52.645635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:52.646518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:52.646620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:52.646655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:52.765166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:52.765317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:52.765356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:52.765384] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:52.768733] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-12-29T20:25:52.769020] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-29T20:25:52.769144] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:52.908956] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LBTYA.txt
[2025-12-29T20:25:52.909088] [INFO ] [sig       ] [1865/3546] Completed LBTYA in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-29T20:25:52.909125] [INFO ] [sig       ] [1866/3546] Forecasting LBTYK...
[2025-12-29T20:25:52.909155] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-29T20:25:52.909184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-29T20:25:52.920315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-29T20:25:52.920609] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-29T20:25:52.921380] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-29T20:25:52.921432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:52.921464] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:52.921490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:52.921548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:52.979148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:52.979919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:52.980002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:52.980034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:53.099117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:53.099264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:53.099303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:53.099332] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:53.102626] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-29T20:25:53.102893] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-29T20:25:53.103022] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:53.243776] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LBTYK.txt
[2025-12-29T20:25:53.243910] [INFO ] [sig       ] [1866/3546] Completed LBTYK in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-29T20:25:53.243948] [INFO ] [sig       ] [1867/3546] Forecasting LC...
[2025-12-29T20:25:53.243977] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-29T20:25:53.244006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-29T20:25:53.255309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-29T20:25:53.255593] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-29T20:25:53.256357] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-29T20:25:53.256410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:53.256441] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:53.256468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:53.256525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:53.313307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:53.314006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:53.314085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:53.314117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:53.430636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:53.430780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:53.430819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:53.430848] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:53.434135] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-12-29T20:25:53.434402] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-29T20:25:53.434524] [INFO ] [sig       ] LC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:53.575743] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LC.txt
[2025-12-29T20:25:53.575854] [INFO ] [sig       ] [1867/3546] Completed LC in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-29T20:25:53.575892] [INFO ] [sig       ] [1868/3546] Forecasting LCFY...
[2025-12-29T20:25:53.575921] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-29T20:25:53.575949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-29T20:25:53.587010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-29T20:25:53.587298] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-29T20:25:53.588081] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-29T20:25:53.588133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:53.588164] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:53.588190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:53.588247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:53.644751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:53.645337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:53.645414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:53.645446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:53.751819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:53.751927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:53.751962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:53.751989] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:53.755182] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-12-29T20:25:53.755448] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-29T20:25:53.755587] [INFO ] [sig       ] LCFY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:53.898722] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LCFY.txt
[2025-12-29T20:25:53.898886] [INFO ] [sig       ] [1868/3546] Completed LCFY in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-29T20:25:53.898933] [INFO ] [sig       ] [1869/3546] Forecasting LCID...
[2025-12-29T20:25:53.898963] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-29T20:25:53.898992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-29T20:25:53.910347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-29T20:25:53.910630] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-29T20:25:53.911429] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-29T20:25:53.911489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:53.911522] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:53.911550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:53.911628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:53.970759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:53.971389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:53.971493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:53.971527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:54.096736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:54.096866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:54.096905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:54.096938] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:54.100324] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-29T20:25:54.100610] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-29T20:25:54.100738] [INFO ] [sig       ] LCID: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:54.247553] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LCID.txt
[2025-12-29T20:25:54.247689] [INFO ] [sig       ] [1869/3546] Completed LCID in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-29T20:25:54.247728] [INFO ] [sig       ] [1870/3546] Forecasting LCII...
[2025-12-29T20:25:54.247758] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-29T20:25:54.247787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-29T20:25:54.259799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-29T20:25:54.260210] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-29T20:25:54.261186] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-29T20:25:54.261238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:54.261269] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:54.261295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:54.261353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:54.318746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:54.319534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:54.319631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:54.319665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:54.434229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:54.434370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:54.434408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:54.434436] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:54.437735] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=25.50%)
[2025-12-29T20:25:54.438016] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-29T20:25:54.438137] [INFO ] [sig       ] LCII: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:54.578808] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LCII.txt
[2025-12-29T20:25:54.578929] [INFO ] [sig       ] [1870/3546] Completed LCII in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-29T20:25:54.578967] [INFO ] [sig       ] [1871/3546] Forecasting LCNB...
[2025-12-29T20:25:54.578994] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-29T20:25:54.579022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-29T20:25:54.590533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-29T20:25:54.590851] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-29T20:25:54.591637] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-29T20:25:54.591689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:54.591721] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:54.591748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:54.591805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:54.649138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:54.649750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:54.649830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:54.649869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:54.758252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:54.758361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:54.758396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:54.758424] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:54.761611] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-29T20:25:54.761874] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-29T20:25:54.761995] [INFO ] [sig       ] LCNB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:54.900336] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LCNB.txt
[2025-12-29T20:25:54.900451] [INFO ] [sig       ] [1871/3546] Completed LCNB in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-29T20:25:54.900490] [INFO ] [sig       ] [1872/3546] Forecasting LDI...
[2025-12-29T20:25:54.900518] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-29T20:25:54.900548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-29T20:25:54.911670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-29T20:25:54.911935] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-29T20:25:54.912720] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-29T20:25:54.912771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:54.912803] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:54.912829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:54.912888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:54.969714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:54.970312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:54.970388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:54.970419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:55.089426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:55.089538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:55.089606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:55.089639] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:55.093022] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-29T20:25:55.093440] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-29T20:25:55.093564] [INFO ] [sig       ] LDI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:55.232295] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LDI.txt
[2025-12-29T20:25:55.232427] [INFO ] [sig       ] [1872/3546] Completed LDI in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-29T20:25:55.232465] [INFO ] [sig       ] [1873/3546] Forecasting LDOS...
[2025-12-29T20:25:55.232496] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-29T20:25:55.232525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-29T20:25:55.243878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-29T20:25:55.244158] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-29T20:25:55.244947] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-29T20:25:55.245000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:55.245031] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:55.245058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:55.245116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:55.303175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:55.303785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:55.303862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:55.303894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:55.420148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:55.420275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:55.420315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:55.420342] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:55.423610] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-29T20:25:55.423877] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-29T20:25:55.423999] [INFO ] [sig       ] LDOS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:55.563932] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LDOS.txt
[2025-12-29T20:25:55.564049] [INFO ] [sig       ] [1873/3546] Completed LDOS in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-29T20:25:55.564086] [INFO ] [sig       ] [1874/3546] Forecasting LDP...
[2025-12-29T20:25:55.564114] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-29T20:25:55.564145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-29T20:25:55.575293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-29T20:25:55.575562] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-29T20:25:55.576356] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-29T20:25:55.576408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:55.576439] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:55.576466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:55.576523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:55.633562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:55.634169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:55.634246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:55.634277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:55.752160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:55.752273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:55.752310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:55.752338] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:55.755520] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-29T20:25:55.755806] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-29T20:25:55.755948] [INFO ] [sig       ] LDP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:55.894342] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LDP.txt
[2025-12-29T20:25:55.894453] [INFO ] [sig       ] [1874/3546] Completed LDP in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-29T20:25:55.894491] [INFO ] [sig       ] [1875/3546] Forecasting LDSF...
[2025-12-29T20:25:55.894521] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-29T20:25:55.894549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-29T20:25:55.905747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-29T20:25:55.906020] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-29T20:25:55.906821] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-29T20:25:55.906874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:55.906906] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:55.906932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:55.906989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:55.965063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:55.965696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:55.965773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:55.965805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:56.079605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:56.079761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:56.079804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:56.079849] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:56.083463] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-29T20:25:56.083771] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-29T20:25:56.083900] [INFO ] [sig       ] LDSF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:56.229900] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LDSF.txt
[2025-12-29T20:25:56.230026] [INFO ] [sig       ] [1875/3546] Completed LDSF in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-29T20:25:56.230064] [INFO ] [sig       ] [1876/3546] Forecasting LE...
[2025-12-29T20:25:56.230093] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-29T20:25:56.230122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-29T20:25:56.241784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-29T20:25:56.242053] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-29T20:25:56.242841] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-29T20:25:56.242893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:56.242977] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:56.243008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:56.243067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:56.301985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:56.302821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:56.302902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:56.302936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:56.423081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:56.423239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:56.423277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:56.423306] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:56.426627] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-29T20:25:56.426899] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-29T20:25:56.427026] [INFO ] [sig       ] LE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:56.569017] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LE.txt
[2025-12-29T20:25:56.569183] [INFO ] [sig       ] [1876/3546] Completed LE in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-29T20:25:56.569225] [INFO ] [sig       ] [1877/3546] Forecasting LEA...
[2025-12-29T20:25:56.569255] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-29T20:25:56.569283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-29T20:25:56.580645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-29T20:25:56.580999] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-29T20:25:56.581857] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-29T20:25:56.581911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:56.581944] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:56.581972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:56.582031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:56.639465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:56.640328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:56.640414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:56.640445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:56.754068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:56.754264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:56.754307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:56.754337] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:56.757850] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-29T20:25:56.758136] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-29T20:25:56.758265] [INFO ] [sig       ] LEA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:56.902111] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LEA.txt
[2025-12-29T20:25:56.902261] [INFO ] [sig       ] [1877/3546] Completed LEA in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-29T20:25:56.902299] [INFO ] [sig       ] [1878/3546] Forecasting LECO...
[2025-12-29T20:25:56.902329] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-29T20:25:56.902358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-29T20:25:56.914255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-29T20:25:56.914662] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-29T20:25:56.915517] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-29T20:25:56.915597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:56.915641] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:56.915669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:56.915734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:56.974101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:56.974926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:56.975012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:56.975044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:57.091631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:57.091788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:57.091826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:57.091854] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:57.095219] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-29T20:25:57.095497] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-29T20:25:57.095641] [INFO ] [sig       ] LECO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:57.237392] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LECO.txt
[2025-12-29T20:25:57.237545] [INFO ] [sig       ] [1878/3546] Completed LECO in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-29T20:25:57.237603] [INFO ] [sig       ] [1879/3546] Forecasting LEG...
[2025-12-29T20:25:57.237635] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-29T20:25:57.237665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-29T20:25:57.248962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-29T20:25:57.249246] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-29T20:25:57.250031] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-29T20:25:57.250083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:57.250113] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:57.250139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:57.250197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:57.307196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:57.308053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:57.308135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:57.308168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:57.424791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:57.424948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:57.424990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:57.425050] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:57.428364] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-29T20:25:57.428655] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-29T20:25:57.428791] [INFO ] [sig       ] LEG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:57.569388] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LEG.txt
[2025-12-29T20:25:57.569547] [INFO ] [sig       ] [1879/3546] Completed LEG in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-29T20:25:57.569608] [INFO ] [sig       ] [1880/3546] Forecasting LEGH...
[2025-12-29T20:25:57.569647] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-29T20:25:57.569679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-29T20:25:57.581068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-29T20:25:57.581437] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-29T20:25:57.582261] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-29T20:25:57.582314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:57.582345] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:57.582371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:57.582430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:57.638816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:57.639673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:57.639754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:57.639785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:57.757191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:57.757345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:57.757382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:57.757410] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:57.760824] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-29T20:25:57.761111] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-29T20:25:57.761239] [INFO ] [sig       ] LEGH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:25:57.902368] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LEGH.txt
[2025-12-29T20:25:57.902518] [INFO ] [sig       ] [1880/3546] Completed LEGH in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-29T20:25:57.902557] [INFO ] [sig       ] [1881/3546] Forecasting LEGN...
[2025-12-29T20:25:57.902606] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-29T20:25:57.902638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-29T20:25:57.914335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-29T20:25:57.914706] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-29T20:25:57.915495] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-29T20:25:57.915547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:57.915596] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:57.915625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:57.915683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:57.972954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:57.973783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:57.973862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:57.973894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:58.094108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:58.094263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:58.094302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:58.094331] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:58.097701] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-29T20:25:58.097988] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-29T20:25:58.098121] [INFO ] [sig       ] LEGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:58.242440] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LEGN.txt
[2025-12-29T20:25:58.242620] [INFO ] [sig       ] [1881/3546] Completed LEGN in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:25:58.242663] [INFO ] [sig       ] [1882/3546] Forecasting LEN...
[2025-12-29T20:25:58.242692] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-29T20:25:58.242723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-29T20:25:58.254066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-29T20:25:58.254342] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-29T20:25:58.255132] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-29T20:25:58.255184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:58.255214] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:58.255240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:58.255298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:58.312690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:58.313463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:58.313542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:58.313592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:58.433441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:58.433603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:58.433643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:58.433671] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:58.436959] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-29T20:25:58.437224] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-29T20:25:58.437345] [INFO ] [sig       ] LEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:58.575983] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LEN.txt
[2025-12-29T20:25:58.576096] [INFO ] [sig       ] [1882/3546] Completed LEN in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:25:58.576133] [INFO ] [sig       ] [1883/3546] Forecasting LENZ...
[2025-12-29T20:25:58.576161] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-29T20:25:58.576190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-29T20:25:58.586947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-29T20:25:58.587210] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-29T20:25:58.587996] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-29T20:25:58.588048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:58.588079] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:58.588106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:58.588163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:58.645311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:58.645904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:58.645983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:58.646017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:58.765135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:58.765266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:58.765303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:58.765349] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:58.768652] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-12-29T20:25:58.768940] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-29T20:25:58.769063] [INFO ] [sig       ] LENZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:58.908217] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LENZ.txt
[2025-12-29T20:25:58.908329] [INFO ] [sig       ] [1883/3546] Completed LENZ in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:25:58.908367] [INFO ] [sig       ] [1884/3546] Forecasting LEO...
[2025-12-29T20:25:58.908397] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-29T20:25:58.908426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-29T20:25:58.919973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-29T20:25:58.920243] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-29T20:25:58.921056] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-29T20:25:58.921120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:58.921155] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:58.921181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:58.921239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:58.978054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:58.978652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:58.978728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:58.978771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:59.096427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:59.096525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:59.096560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:59.096606] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:59.099725] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-29T20:25:59.099986] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-29T20:25:59.100107] [INFO ] [sig       ] LEO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:59.239155] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LEO.txt
[2025-12-29T20:25:59.239267] [INFO ] [sig       ] [1884/3546] Completed LEO in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:25:59.239303] [INFO ] [sig       ] [1885/3546] Forecasting LESL...
[2025-12-29T20:25:59.239331] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-29T20:25:59.239361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-29T20:25:59.250201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-29T20:25:59.250467] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-29T20:25:59.251237] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-29T20:25:59.251288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:59.251318] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:59.251344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:59.251401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:59.308071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:59.308702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:59.308793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:59.308838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:59.428505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:59.428669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:59.428710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:59.428738] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:59.432048] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-29T20:25:59.432312] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-29T20:25:59.432433] [INFO ] [sig       ] LESL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:59.572127] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LESL.txt
[2025-12-29T20:25:59.572243] [INFO ] [sig       ] [1885/3546] Completed LESL in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:25:59.572280] [INFO ] [sig       ] [1886/3546] Forecasting LEVI...
[2025-12-29T20:25:59.572309] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-29T20:25:59.572337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-29T20:25:59.583411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-29T20:25:59.583687] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-29T20:25:59.584460] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-29T20:25:59.584512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:59.584544] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:59.584587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:59.584656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:59.641041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:59.641674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:59.641778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:59.641811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:25:59.762480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:25:59.762614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:25:59.762653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:25:59.762682] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:25:59.765874] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-29T20:25:59.766139] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-29T20:25:59.766261] [INFO ] [sig       ] LEVI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:25:59.913621] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LEVI.txt
[2025-12-29T20:25:59.913840] [INFO ] [sig       ] [1886/3546] Completed LEVI in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:25:59.913902] [INFO ] [sig       ] [1887/3546] Forecasting LFMD...
[2025-12-29T20:25:59.913949] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-29T20:25:59.914000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-29T20:25:59.926340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-29T20:25:59.926790] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-29T20:25:59.927726] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-29T20:25:59.927786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:25:59.927822] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:25:59.927893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:25:59.927956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:25:59.991916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:25:59.992852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:25:59.992937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:25:59.992971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:00.122634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:00.122807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:00.122862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:00.122903] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:00.126562] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-29T20:26:00.126913] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-29T20:26:00.127059] [INFO ] [sig       ] LFMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:00.280448] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LFMD.txt
[2025-12-29T20:26:00.280637] [INFO ] [sig       ] [1887/3546] Completed LFMD in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:26:00.280688] [INFO ] [sig       ] [1888/3546] Forecasting LFUS...
[2025-12-29T20:26:00.280721] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-29T20:26:00.280752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-29T20:26:00.293758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-29T20:26:00.294176] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-29T20:26:00.295060] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-29T20:26:00.295115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:00.295148] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:00.295175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:00.295233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:00.354912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:00.355802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:00.355887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:00.355920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:00.485855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:00.486050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:00.486101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:00.486140] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:00.490109] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=51.20%)
[2025-12-29T20:26:00.490449] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-29T20:26:00.490627] [INFO ] [sig       ] LFUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:00.633940] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LFUS.txt
[2025-12-29T20:26:00.634109] [INFO ] [sig       ] [1888/3546] Completed LFUS in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:26:00.634150] [INFO ] [sig       ] [1889/3546] Forecasting LFVN...
[2025-12-29T20:26:00.634182] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-29T20:26:00.634220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-29T20:26:00.646773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-29T20:26:00.647209] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-29T20:26:00.648399] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-29T20:26:00.648463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:00.648497] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:00.648525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:00.648605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:00.709865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:00.710954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:00.711063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:00.711105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:00.844640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:00.844805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:00.844845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:00.844874] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:00.848266] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2025-12-29T20:26:00.848549] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-29T20:26:00.848700] [INFO ] [sig       ] LFVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:00.993063] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LFVN.txt
[2025-12-29T20:26:00.993265] [INFO ] [sig       ] [1889/3546] Completed LFVN in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-29T20:26:00.993307] [INFO ] [sig       ] [1890/3546] Forecasting LGCL...
[2025-12-29T20:26:00.993336] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-29T20:26:00.993365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-29T20:26:01.006823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-29T20:26:01.007236] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-29T20:26:01.008094] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-29T20:26:01.008147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:01.008180] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:01.008206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:01.008264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:01.067477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:01.068397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:01.068485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:01.068519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:01.183292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:01.183453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:01.183494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:01.183524] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:01.186951] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-12-29T20:26:01.187225] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-29T20:26:01.187354] [INFO ] [sig       ] LGCL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:01.328985] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LGCL.txt
[2025-12-29T20:26:01.329131] [INFO ] [sig       ] [1890/3546] Completed LGCL in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-29T20:26:01.329170] [INFO ] [sig       ] [1891/3546] Forecasting LGI...
[2025-12-29T20:26:01.329198] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-29T20:26:01.329235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-29T20:26:01.340396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-29T20:26:01.340689] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-29T20:26:01.341480] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-29T20:26:01.341532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:01.341564] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:01.341611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:01.341670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:01.399636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:01.400514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:01.400625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:01.400661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:01.522889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:01.523042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:01.523084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:01.523112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:01.526446] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-29T20:26:01.526740] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-29T20:26:01.526864] [INFO ] [sig       ] LGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:01.668504] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LGI.txt
[2025-12-29T20:26:01.668729] [INFO ] [sig       ] [1891/3546] Completed LGI in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-29T20:26:01.668804] [INFO ] [sig       ] [1892/3546] Forecasting LGIH...
[2025-12-29T20:26:01.668844] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-29T20:26:01.668882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-29T20:26:01.680897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-29T20:26:01.681260] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-29T20:26:01.682085] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-29T20:26:01.682138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:01.682172] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:01.682198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:01.682258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:01.743045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:01.743924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:01.744010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:01.744044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:01.872845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:01.873008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:01.873048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:01.873076] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:01.876821] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-12-29T20:26:01.877164] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-29T20:26:01.877313] [INFO ] [sig       ] LGIH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:02.024924] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LGIH.txt
[2025-12-29T20:26:02.025086] [INFO ] [sig       ] [1892/3546] Completed LGIH in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-29T20:26:02.025127] [INFO ] [sig       ] [1893/3546] Forecasting LGND...
[2025-12-29T20:26:02.025156] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-29T20:26:02.025185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-29T20:26:02.037367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-29T20:26:02.037762] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-29T20:26:02.038587] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-29T20:26:02.038640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:02.038707] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:02.038736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:02.038830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:02.097249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:02.098109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:02.098192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:02.098226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:02.234167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:02.234324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:02.234365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:02.234395] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:02.238190] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-12-29T20:26:02.238493] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-29T20:26:02.238651] [INFO ] [sig       ] LGND: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:02.389684] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LGND.txt
[2025-12-29T20:26:02.389831] [INFO ] [sig       ] [1893/3546] Completed LGND in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-29T20:26:02.389874] [INFO ] [sig       ] [1894/3546] Forecasting LH...
[2025-12-29T20:26:02.389905] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-29T20:26:02.389946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-29T20:26:02.402769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-29T20:26:02.403132] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-29T20:26:02.404031] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-29T20:26:02.404086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:02.404119] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:02.404145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:02.404203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:02.460588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:02.461277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:02.461359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:02.461392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:02.579332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:02.579492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:02.579535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:02.579563] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:02.582977] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-29T20:26:02.583261] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-29T20:26:02.583392] [INFO ] [sig       ] LH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:02.724770] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LH.txt
[2025-12-29T20:26:02.724896] [INFO ] [sig       ] [1894/3546] Completed LH in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-29T20:26:02.724935] [INFO ] [sig       ] [1895/3546] Forecasting LHX...
[2025-12-29T20:26:02.724964] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-29T20:26:02.724993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-29T20:26:02.737595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-29T20:26:02.737961] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-29T20:26:02.739071] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-29T20:26:02.739127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:02.739160] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:02.739186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:02.739244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:02.797639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:02.798240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:02.798321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:02.798353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:02.917453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:02.917598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:02.917635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:02.917662] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:02.920912] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=18.65%)
[2025-12-29T20:26:02.921180] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-29T20:26:02.921302] [INFO ] [sig       ] LHX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:03.058440] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LHX.txt
[2025-12-29T20:26:03.058545] [INFO ] [sig       ] [1895/3546] Completed LHX in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-29T20:26:03.058598] [INFO ] [sig       ] [1896/3546] Forecasting LI...
[2025-12-29T20:26:03.058630] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-29T20:26:03.058660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-29T20:26:03.069824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-29T20:26:03.070067] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-29T20:26:03.070861] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-29T20:26:03.070913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:03.070944] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:03.070970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:03.071027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:03.127339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:03.127947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:03.128025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:03.128056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:03.249011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:03.249157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:03.249196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:03.249224] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:03.252630] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-12-29T20:26:03.252905] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-29T20:26:03.253031] [INFO ] [sig       ] LI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:03.390721] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LI.txt
[2025-12-29T20:26:03.390850] [INFO ] [sig       ] [1896/3546] Completed LI in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-29T20:26:03.390888] [INFO ] [sig       ] [1897/3546] Forecasting LICN...
[2025-12-29T20:26:03.390916] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-29T20:26:03.390945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-29T20:26:03.402339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-29T20:26:03.402683] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-29T20:26:03.403471] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-29T20:26:03.403524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:03.403555] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:03.403602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:03.403661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:03.459178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:03.459828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:03.459910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:03.459943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:03.576152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:03.576306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:03.576345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:03.576372] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:03.579746] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-29T20:26:03.580018] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-29T20:26:03.580144] [INFO ] [sig       ] LICN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:03.721622] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LICN.txt
[2025-12-29T20:26:03.721764] [INFO ] [sig       ] [1897/3546] Completed LICN in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-29T20:26:03.721803] [INFO ] [sig       ] [1898/3546] Forecasting LIF...
[2025-12-29T20:26:03.721832] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-29T20:26:03.721862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-29T20:26:03.733147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-29T20:26:03.733448] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-29T20:26:03.734282] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-29T20:26:03.734335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:03.734366] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:03.734392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:03.734449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:03.790041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:03.790731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:03.790833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:03.790867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:03.913566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:03.913731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:03.913770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:03.913799] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:03.917152] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-29T20:26:03.917421] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-29T20:26:03.917551] [INFO ] [sig       ] LIF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:04.054401] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LIF.txt
[2025-12-29T20:26:04.054522] [INFO ] [sig       ] [1898/3546] Completed LIF in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:04.054561] [INFO ] [sig       ] [1899/3546] Forecasting LII...
[2025-12-29T20:26:04.054609] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-29T20:26:04.054639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-29T20:26:04.066597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-29T20:26:04.066889] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-29T20:26:04.067679] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-29T20:26:04.067732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:04.067763] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:04.067790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:04.067848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:04.123145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:04.123787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:04.123865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:04.123897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:04.242626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:04.242775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:04.242812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:04.242841] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:04.246514] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-29T20:26:04.246806] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-29T20:26:04.246932] [INFO ] [sig       ] LII: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:04.384105] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LII.txt
[2025-12-29T20:26:04.384246] [INFO ] [sig       ] [1899/3546] Completed LII in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:04.384286] [INFO ] [sig       ] [1900/3546] Forecasting LILA...
[2025-12-29T20:26:04.384315] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-29T20:26:04.384343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-29T20:26:04.395924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-29T20:26:04.396245] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-29T20:26:04.397048] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-29T20:26:04.397112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:04.397145] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:04.397172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:04.397229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:04.453737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:04.454483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:04.454566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:04.454617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:04.570535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:04.570712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:04.570751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:04.570781] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:04.574157] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-29T20:26:04.574435] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-29T20:26:04.574562] [INFO ] [sig       ] LILA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:04.713698] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LILA.txt
[2025-12-29T20:26:04.713835] [INFO ] [sig       ] [1900/3546] Completed LILA in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:04.713875] [INFO ] [sig       ] [1901/3546] Forecasting LILAK...
[2025-12-29T20:26:04.713904] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-29T20:26:04.713936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-29T20:26:04.725243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-29T20:26:04.725551] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-29T20:26:04.726351] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-29T20:26:04.726404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:04.726435] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:04.726462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:04.726519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:04.784060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:04.784793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:04.784876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:04.784909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:04.907422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:04.907599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:04.907639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:04.907668] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:04.911036] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-29T20:26:04.911306] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-29T20:26:04.911433] [INFO ] [sig       ] LILAK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:05.049281] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LILAK.txt
[2025-12-29T20:26:05.049423] [INFO ] [sig       ] [1901/3546] Completed LILAK in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:05.049463] [INFO ] [sig       ] [1902/3546] Forecasting LIN...
[2025-12-29T20:26:05.049491] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-29T20:26:05.049520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-29T20:26:05.060742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-29T20:26:05.061061] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-29T20:26:05.061884] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-29T20:26:05.061936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:05.061968] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:05.061994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:05.062052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:05.121366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:05.122443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:05.122535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:05.122595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:05.238127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:05.238285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:05.238345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:05.238374] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:05.241885] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-12-29T20:26:05.242212] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-29T20:26:05.242370] [INFO ] [sig       ] LIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:05.380322] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LIN.txt
[2025-12-29T20:26:05.380460] [INFO ] [sig       ] [1902/3546] Completed LIN in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:05.380499] [INFO ] [sig       ] [1903/3546] Forecasting LINC...
[2025-12-29T20:26:05.380527] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-29T20:26:05.380555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-29T20:26:05.392358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-29T20:26:05.392710] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-29T20:26:05.393519] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-29T20:26:05.393589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:05.393623] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:05.393650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:05.393708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:05.449482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:05.450181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:05.450289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:05.450323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:05.564015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:05.564175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:05.564215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:05.564244] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:05.567624] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-29T20:26:05.567905] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-29T20:26:05.568033] [INFO ] [sig       ] LINC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:05.708967] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LINC.txt
[2025-12-29T20:26:05.709127] [INFO ] [sig       ] [1903/3546] Completed LINC in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:05.709176] [INFO ] [sig       ] [1904/3546] Forecasting LIND...
[2025-12-29T20:26:05.709207] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-29T20:26:05.709236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-29T20:26:05.721509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-29T20:26:05.721869] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-29T20:26:05.722715] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-29T20:26:05.722780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:05.722816] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:05.722843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:05.722900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:05.786433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:05.787438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:05.787527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:05.787601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:05.921040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:05.921231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:05.921285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:05.921335] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:05.926232] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-29T20:26:05.926896] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-29T20:26:05.927071] [INFO ] [sig       ] LIND: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:06.066733] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LIND.txt
[2025-12-29T20:26:06.066866] [INFO ] [sig       ] [1904/3546] Completed LIND in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:06.066905] [INFO ] [sig       ] [1905/3546] Forecasting LINE...
[2025-12-29T20:26:06.066935] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-29T20:26:06.066965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-29T20:26:06.078204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-29T20:26:06.078498] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-29T20:26:06.079388] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-29T20:26:06.079443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:06.079475] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:06.079502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:06.079560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:06.136213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:06.136948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:06.137028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:06.137060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:06.260751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:06.260904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:06.260943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:06.260971] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:06.264360] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-29T20:26:06.264671] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-29T20:26:06.264798] [INFO ] [sig       ] LINE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:06.403909] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LINE.txt
[2025-12-29T20:26:06.404047] [INFO ] [sig       ] [1905/3546] Completed LINE in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:06.404087] [INFO ] [sig       ] [1906/3546] Forecasting LINK...
[2025-12-29T20:26:06.404116] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-29T20:26:06.404145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-29T20:26:06.415392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-29T20:26:06.415770] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-29T20:26:06.416555] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-29T20:26:06.416630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:06.416664] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:06.416691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:06.416748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:06.476076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:06.476823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:06.476905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:06.476939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:06.595274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:06.595439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:06.595487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:06.595518] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:06.599188] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-29T20:26:06.599485] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-29T20:26:06.599632] [INFO ] [sig       ] LINK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:06.738479] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LINK.txt
[2025-12-29T20:26:06.738679] [INFO ] [sig       ] [1906/3546] Completed LINK in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:06.738723] [INFO ] [sig       ] [1907/3546] Forecasting LITE...
[2025-12-29T20:26:06.738753] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-29T20:26:06.738805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-29T20:26:06.751075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-29T20:26:06.751504] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-29T20:26:06.752357] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-29T20:26:06.752410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:06.752442] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:06.752468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:06.752524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:06.810760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:06.811492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:06.811608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:06.811645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:06.933146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:06.933311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:06.933366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:06.933397] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:06.936838] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-29T20:26:06.937122] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-29T20:26:06.937275] [INFO ] [sig       ] LITE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:07.080112] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LITE.txt
[2025-12-29T20:26:07.080241] [INFO ] [sig       ] [1907/3546] Completed LITE in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-29T20:26:07.080281] [INFO ] [sig       ] [1908/3546] Forecasting LITM...
[2025-12-29T20:26:07.080311] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-29T20:26:07.080341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-29T20:26:07.091840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-29T20:26:07.092122] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-29T20:26:07.092907] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-29T20:26:07.092959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:07.092990] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:07.093016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:07.093074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:07.152699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:07.153595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:07.153691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:07.153730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:07.273953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:07.274115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:07.274155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:07.274185] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:07.277560] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=43.45%)
[2025-12-29T20:26:07.277850] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-29T20:26:07.277978] [INFO ] [sig       ] LITM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:07.419396] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LITM.txt
[2025-12-29T20:26:07.419528] [INFO ] [sig       ] [1908/3546] Completed LITM in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-29T20:26:07.419567] [INFO ] [sig       ] [1909/3546] Forecasting LIVN...
[2025-12-29T20:26:07.419617] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-29T20:26:07.419647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-29T20:26:07.430896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-29T20:26:07.431172] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-29T20:26:07.431969] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-29T20:26:07.432021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:07.432054] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:07.432080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:07.432138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:07.489383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:07.490046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:07.490123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:07.490156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:07.613230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:07.613389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:07.613429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:07.613459] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:07.616942] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=39.27%)
[2025-12-29T20:26:07.617223] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-29T20:26:07.617351] [INFO ] [sig       ] LIVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:07.758747] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LIVN.txt
[2025-12-29T20:26:07.758903] [INFO ] [sig       ] [1909/3546] Completed LIVN in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-29T20:26:07.758943] [INFO ] [sig       ] [1910/3546] Forecasting LKFN...
[2025-12-29T20:26:07.758971] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-29T20:26:07.759000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-29T20:26:07.770478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-29T20:26:07.770812] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-29T20:26:07.771630] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-29T20:26:07.771683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:07.771742] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:07.771772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:07.771832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:07.831202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:07.832009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:07.832090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:07.832123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:07.948957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:07.949114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:07.949154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:07.949182] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:07.952484] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=69.63%)
[2025-12-29T20:26:07.952770] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-29T20:26:07.952891] [INFO ] [sig       ] LKFN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:08.096717] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LKFN.txt
[2025-12-29T20:26:08.096904] [INFO ] [sig       ] [1910/3546] Completed LKFN in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-29T20:26:08.096961] [INFO ] [sig       ] [1911/3546] Forecasting LKQ...
[2025-12-29T20:26:08.096997] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-29T20:26:08.097028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-29T20:26:08.109862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-29T20:26:08.110242] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-29T20:26:08.111078] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-29T20:26:08.111131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:08.111173] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:08.111205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:08.111263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:08.168519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:08.169485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:08.169570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:08.169622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:08.290586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:08.290760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:08.290801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:08.290830] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:08.294197] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-29T20:26:08.294464] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-29T20:26:08.294608] [INFO ] [sig       ] LKQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:08.435704] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LKQ.txt
[2025-12-29T20:26:08.435881] [INFO ] [sig       ] [1911/3546] Completed LKQ in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-29T20:26:08.435922] [INFO ] [sig       ] [1912/3546] Forecasting LLY...
[2025-12-29T20:26:08.435956] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-29T20:26:08.435985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-29T20:26:08.447892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-29T20:26:08.448290] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-29T20:26:08.449170] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-29T20:26:08.449225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:08.449259] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:08.449287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:08.449344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:08.507528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:08.508383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:08.508466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:08.508499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:08.634794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:08.634954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:08.634994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:08.635021] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:08.638325] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-29T20:26:08.638611] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-29T20:26:08.638737] [INFO ] [sig       ] LLY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:08.783099] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LLY.txt
[2025-12-29T20:26:08.783236] [INFO ] [sig       ] [1912/3546] Completed LLY in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-29T20:26:08.783274] [INFO ] [sig       ] [1913/3546] Forecasting LMB...
[2025-12-29T20:26:08.783302] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-29T20:26:08.783333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-29T20:26:08.796305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-29T20:26:08.796717] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-29T20:26:08.797556] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-29T20:26:08.797629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:08.797661] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:08.797688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:08.797745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:08.855680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:08.856633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:08.856721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:08.856754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:08.977567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:08.977750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:08.977789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:08.977872] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:08.981341] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-29T20:26:08.981657] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-29T20:26:08.981795] [INFO ] [sig       ] LMB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:09.123753] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LMB.txt
[2025-12-29T20:26:09.123910] [INFO ] [sig       ] [1913/3546] Completed LMB in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-29T20:26:09.123949] [INFO ] [sig       ] [1914/3546] Forecasting LMBS...
[2025-12-29T20:26:09.123978] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-29T20:26:09.124008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-29T20:26:09.135894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-29T20:26:09.136286] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-29T20:26:09.137117] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-29T20:26:09.137170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:09.137201] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:09.137231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:09.137288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:09.194524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:09.195401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:09.195484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:09.195516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:09.316770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:09.316949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:09.316988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:09.317016] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:09.320373] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-29T20:26:09.320674] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-29T20:26:09.320799] [INFO ] [sig       ] LMBS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:09.460987] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LMBS.txt
[2025-12-29T20:26:09.461142] [INFO ] [sig       ] [1914/3546] Completed LMBS in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-29T20:26:09.461183] [INFO ] [sig       ] [1915/3546] Forecasting LMND...
[2025-12-29T20:26:09.461219] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-29T20:26:09.461254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-29T20:26:09.472531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-29T20:26:09.472875] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-29T20:26:09.473668] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-29T20:26:09.473720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:09.473751] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:09.473778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:09.473835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:09.531496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:09.532359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:09.532443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:09.532475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:09.651403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:09.651559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:09.651617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:09.651646] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:09.655383] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-29T20:26:09.655676] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-29T20:26:09.655807] [INFO ] [sig       ] LMND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:09.796509] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LMND.txt
[2025-12-29T20:26:09.796683] [INFO ] [sig       ] [1915/3546] Completed LMND in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:09.796725] [INFO ] [sig       ] [1916/3546] Forecasting LNC...
[2025-12-29T20:26:09.796754] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-29T20:26:09.796783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-29T20:26:09.807936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-29T20:26:09.808278] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-29T20:26:09.809105] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-29T20:26:09.809158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:09.809189] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:09.809215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:09.809271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:09.865726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:09.866501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:09.866600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:09.866636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:09.991882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:09.992046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:09.992085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:09.992112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:09.995535] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-12-29T20:26:09.995871] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-29T20:26:09.996010] [INFO ] [sig       ] LNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:10.136276] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LNC.txt
[2025-12-29T20:26:10.136451] [INFO ] [sig       ] [1916/3546] Completed LNC in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:10.136492] [INFO ] [sig       ] [1917/3546] Forecasting LND...
[2025-12-29T20:26:10.136520] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-29T20:26:10.136549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-29T20:26:10.147986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-29T20:26:10.148333] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-29T20:26:10.149193] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-29T20:26:10.149258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:10.149299] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:10.149333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:10.149403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:10.206148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:10.206996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:10.207077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:10.207110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:10.317028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:10.317178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:10.317217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:10.317245] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:10.320731] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=35.79%)
[2025-12-29T20:26:10.321005] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-29T20:26:10.321132] [INFO ] [sig       ] LND: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:10.464059] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LND.txt
[2025-12-29T20:26:10.464206] [INFO ] [sig       ] [1917/3546] Completed LND in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:10.464251] [INFO ] [sig       ] [1918/3546] Forecasting LNG...
[2025-12-29T20:26:10.464281] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-29T20:26:10.464310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-29T20:26:10.475397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-29T20:26:10.475754] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-29T20:26:10.476570] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-29T20:26:10.476644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:10.476676] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:10.476703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:10.476762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:10.557117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:10.558203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:10.558304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:10.558339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:10.689956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:10.690116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:10.690157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:10.690207] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:10.693756] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-29T20:26:10.694057] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-29T20:26:10.694194] [INFO ] [sig       ] LNG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:10.838478] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LNG.txt
[2025-12-29T20:26:10.838627] [INFO ] [sig       ] [1918/3546] Completed LNG in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:10.838670] [INFO ] [sig       ] [1919/3546] Forecasting LNKB...
[2025-12-29T20:26:10.838700] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-29T20:26:10.838732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-29T20:26:10.850737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-29T20:26:10.851072] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-29T20:26:10.851921] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-29T20:26:10.851975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:10.852006] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:10.852032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:10.852091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:10.911133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:10.911766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:10.911846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:10.911880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:11.034455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:11.034638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:11.034682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:11.034709] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:11.038303] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=45.30%)
[2025-12-29T20:26:11.038612] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-29T20:26:11.038746] [INFO ] [sig       ] LNKB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:11.180094] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LNKB.txt
[2025-12-29T20:26:11.180263] [INFO ] [sig       ] [1919/3546] Completed LNKB in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:11.180309] [INFO ] [sig       ] [1920/3546] Forecasting LNN...
[2025-12-29T20:26:11.180339] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-29T20:26:11.180370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-29T20:26:11.191923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-29T20:26:11.192249] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-29T20:26:11.193063] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-29T20:26:11.193115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:11.193146] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:11.193173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:11.193231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:11.252600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:11.253438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:11.253554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:11.253619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:11.373845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:11.373997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:11.374035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:11.374063] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:11.377437] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-29T20:26:11.377724] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-29T20:26:11.377847] [INFO ] [sig       ] LNN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:11.519020] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LNN.txt
[2025-12-29T20:26:11.519186] [INFO ] [sig       ] [1920/3546] Completed LNN in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:11.519229] [INFO ] [sig       ] [1921/3546] Forecasting LNTH...
[2025-12-29T20:26:11.519261] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-29T20:26:11.519294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-29T20:26:11.530557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-29T20:26:11.530908] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-29T20:26:11.531710] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-29T20:26:11.531762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:11.531794] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:11.531821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:11.531878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:11.589853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:11.590786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:11.590876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:11.590911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:11.713367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:11.713523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:11.713563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:11.713614] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:11.717001] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-29T20:26:11.717346] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-29T20:26:11.717491] [INFO ] [sig       ] LNTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:11.860224] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LNTH.txt
[2025-12-29T20:26:11.860359] [INFO ] [sig       ] [1921/3546] Completed LNTH in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:11.860399] [INFO ] [sig       ] [1922/3546] Forecasting LNZA...
[2025-12-29T20:26:11.860428] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-29T20:26:11.860460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-29T20:26:11.871279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-29T20:26:11.871559] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-29T20:26:11.872347] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-29T20:26:11.872398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:11.872429] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:11.872465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:11.872524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:11.929934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:11.930667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:11.930748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:11.930780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:12.047729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:12.047891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:12.047933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:12.047962] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:12.051507] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-29T20:26:12.051819] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-29T20:26:12.051954] [INFO ] [sig       ] LNZA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:12.194148] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LNZA.txt
[2025-12-29T20:26:12.194288] [INFO ] [sig       ] [1922/3546] Completed LNZA in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:12.194335] [INFO ] [sig       ] [1923/3546] Forecasting LOAN...
[2025-12-29T20:26:12.194370] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-29T20:26:12.194405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-29T20:26:12.205268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-29T20:26:12.205607] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-29T20:26:12.206442] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-29T20:26:12.206497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:12.206530] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:12.206558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:12.206653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:12.265561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:12.266475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:12.266560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:12.266619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:12.378706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:12.378877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:12.378918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:12.378950] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:12.382510] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-29T20:26:12.382802] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-29T20:26:12.382930] [INFO ] [sig       ] LOAN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:12.527382] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LOAN.txt
[2025-12-29T20:26:12.527708] [INFO ] [sig       ] [1923/3546] Completed LOAN in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:12.527773] [INFO ] [sig       ] [1924/3546] Forecasting LOB...
[2025-12-29T20:26:12.527815] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-29T20:26:12.527857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-29T20:26:12.539785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-29T20:26:12.540155] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-29T20:26:12.541100] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-29T20:26:12.541156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:12.541189] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:12.541218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:12.541279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:12.598440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:12.599344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:12.599429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:12.599463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:12.721743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:12.721902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:12.721941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:12.721970] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:12.725293] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2025-12-29T20:26:12.725603] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-29T20:26:12.725733] [INFO ] [sig       ] LOB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:12.867195] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LOB.txt
[2025-12-29T20:26:12.867349] [INFO ] [sig       ] [1924/3546] Completed LOB in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:12.867392] [INFO ] [sig       ] [1925/3546] Forecasting LOCO...
[2025-12-29T20:26:12.867420] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-29T20:26:12.867449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-29T20:26:12.879563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-29T20:26:12.879981] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-29T20:26:12.880858] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-29T20:26:12.880912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:12.880944] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:12.880972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:12.881030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:12.940826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:12.941739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:12.941820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:12.941852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:13.062529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:13.062692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:13.062731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:13.062759] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:13.066828] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=30.30%)
[2025-12-29T20:26:13.067097] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-29T20:26:13.067218] [INFO ] [sig       ] LOCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:13.211337] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LOCO.txt
[2025-12-29T20:26:13.211469] [INFO ] [sig       ] [1925/3546] Completed LOCO in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-29T20:26:13.211508] [INFO ] [sig       ] [1926/3546] Forecasting LOGI...
[2025-12-29T20:26:13.211537] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-29T20:26:13.211589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-29T20:26:13.223438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-29T20:26:13.223762] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-29T20:26:13.224639] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-29T20:26:13.224694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:13.224727] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:13.224755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:13.224814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:13.283754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:13.284413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:13.284489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:13.284521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:13.408979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:13.409123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:13.409163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:13.409199] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:13.412738] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=22.27%)
[2025-12-29T20:26:13.413032] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-29T20:26:13.413165] [INFO ] [sig       ] LOGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:13.563857] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LOGI.txt
[2025-12-29T20:26:13.563988] [INFO ] [sig       ] [1926/3546] Completed LOGI in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-29T20:26:13.564028] [INFO ] [sig       ] [1927/3546] Forecasting LOMA...
[2025-12-29T20:26:13.564056] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-29T20:26:13.564085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-29T20:26:13.575562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-29T20:26:13.575878] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-29T20:26:13.576701] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-29T20:26:13.576753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:13.576809] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:13.576837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:13.576895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:13.634753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:13.635446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:13.635525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:13.635556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:13.754440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:13.754624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:13.754672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:13.754699] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:13.758169] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=33.29%)
[2025-12-29T20:26:13.758455] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-29T20:26:13.758613] [INFO ] [sig       ] LOMA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:13.905110] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LOMA.txt
[2025-12-29T20:26:13.905246] [INFO ] [sig       ] [1927/3546] Completed LOMA in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-29T20:26:13.905287] [INFO ] [sig       ] [1928/3546] Forecasting LOPE...
[2025-12-29T20:26:13.905321] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-29T20:26:13.905356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-29T20:26:13.916493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-29T20:26:13.916801] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-29T20:26:13.917625] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-29T20:26:13.917678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:13.917709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:13.917735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:13.917793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:13.976126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:13.976797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:13.976877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:13.976912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:14.097821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:14.097970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:14.098009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:14.098037] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:14.101504] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-29T20:26:14.101790] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-29T20:26:14.101913] [INFO ] [sig       ] LOPE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:14.247964] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LOPE.txt
[2025-12-29T20:26:14.248094] [INFO ] [sig       ] [1928/3546] Completed LOPE in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-29T20:26:14.248134] [INFO ] [sig       ] [1929/3546] Forecasting LOVE...
[2025-12-29T20:26:14.248162] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-29T20:26:14.248191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-29T20:26:14.260786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-29T20:26:14.261068] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-29T20:26:14.261895] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-29T20:26:14.261946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:14.261978] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:14.262004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:14.262061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:14.320931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:14.321588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:14.321666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:14.321698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:14.445783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:14.445933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:14.445973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:14.446001] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:14.449423] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-29T20:26:14.449736] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-29T20:26:14.449859] [INFO ] [sig       ] LOVE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:14.594273] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LOVE.txt
[2025-12-29T20:26:14.594414] [INFO ] [sig       ] [1929/3546] Completed LOVE in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-29T20:26:14.594453] [INFO ] [sig       ] [1930/3546] Forecasting LPCN...
[2025-12-29T20:26:14.594482] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-29T20:26:14.594513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-29T20:26:14.605811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-29T20:26:14.606121] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-29T20:26:14.606994] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-29T20:26:14.607048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:14.607081] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:14.607108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:14.607169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:14.667631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:14.668414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:14.668499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:14.668533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:14.784281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:14.784440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:14.784483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:14.784593] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:14.789226] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-29T20:26:14.789522] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-29T20:26:14.789696] [INFO ] [sig       ] LPCN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:14.936879] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LPCN.txt
[2025-12-29T20:26:14.937029] [INFO ] [sig       ] [1930/3546] Completed LPCN in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-29T20:26:14.937077] [INFO ] [sig       ] [1931/3546] Forecasting LPG...
[2025-12-29T20:26:14.937110] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-29T20:26:14.937139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-29T20:26:14.952640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-29T20:26:14.952989] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-29T20:26:14.953895] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-29T20:26:14.953950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:14.953984] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:14.954011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:14.954070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:15.013425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:15.014313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:15.014414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:15.014456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:15.141003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:15.141180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:15.141221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:15.141250] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:15.144775] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=61.33%)
[2025-12-29T20:26:15.145071] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-29T20:26:15.145202] [INFO ] [sig       ] LPG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:15.293966] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LPG.txt
[2025-12-29T20:26:15.294126] [INFO ] [sig       ] [1931/3546] Completed LPG in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-29T20:26:15.294165] [INFO ] [sig       ] [1932/3546] Forecasting LPL...
[2025-12-29T20:26:15.294194] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-29T20:26:15.294223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-29T20:26:15.305727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-29T20:26:15.306026] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-29T20:26:15.306863] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-29T20:26:15.306915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:15.306945] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:15.306971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:15.307030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:15.364312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:15.364999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:15.365080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:15.365112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:15.482150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:15.482309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:15.482355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:15.482390] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:15.485819] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-12-29T20:26:15.486106] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-29T20:26:15.486234] [INFO ] [sig       ] LPL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:15.628995] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LPL.txt
[2025-12-29T20:26:15.629115] [INFO ] [sig       ] [1932/3546] Completed LPL in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:15.629153] [INFO ] [sig       ] [1933/3546] Forecasting LPLA...
[2025-12-29T20:26:15.629181] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-29T20:26:15.629210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-29T20:26:15.640344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-29T20:26:15.640638] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-29T20:26:15.641436] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-29T20:26:15.641499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:15.641532] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:15.641559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:15.641648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:15.699221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:15.699909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:15.699989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:15.700020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:15.821455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:15.821625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:15.821663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:15.821691] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:15.824988] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-29T20:26:15.825264] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-29T20:26:15.825387] [INFO ] [sig       ] LPLA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:15.966090] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LPLA.txt
[2025-12-29T20:26:15.966214] [INFO ] [sig       ] [1933/3546] Completed LPLA in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:15.966252] [INFO ] [sig       ] [1934/3546] Forecasting LPRO...
[2025-12-29T20:26:15.966280] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-29T20:26:15.966309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-29T20:26:15.977292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-29T20:26:15.977600] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-29T20:26:15.978372] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-29T20:26:15.978424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:15.978456] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:15.978483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:15.978541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:16.035552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:16.036159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:16.036236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:16.036267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:16.154560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:16.154733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:16.154774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:16.154803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:16.158154] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=62.63%)
[2025-12-29T20:26:16.158435] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-29T20:26:16.158560] [INFO ] [sig       ] LPRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:16.299537] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LPRO.txt
[2025-12-29T20:26:16.299720] [INFO ] [sig       ] [1934/3546] Completed LPRO in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:16.299761] [INFO ] [sig       ] [1935/3546] Forecasting LPSN...
[2025-12-29T20:26:16.299790] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-29T20:26:16.299819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-29T20:26:16.314499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-29T20:26:16.315021] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-29T20:26:16.316149] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-29T20:26:16.316249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:16.316295] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:16.316335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:16.316425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:16.395140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:16.396113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:16.396201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:16.396234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:16.525666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:16.525857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:16.525900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:16.525930] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:16.529904] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-12-29T20:26:16.530233] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-29T20:26:16.530377] [INFO ] [sig       ] LPSN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:16.713327] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LPSN.txt
[2025-12-29T20:26:16.713508] [INFO ] [sig       ] [1935/3546] Completed LPSN in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:16.713552] [INFO ] [sig       ] [1936/3546] Forecasting LPTH...
[2025-12-29T20:26:16.713600] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-29T20:26:16.713636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-29T20:26:16.726887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-29T20:26:16.727352] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-29T20:26:16.728349] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-29T20:26:16.728410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:16.728447] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:16.728475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:16.728540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:16.811103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:16.812380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:16.812503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:16.812557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:16.975061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:16.975255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:16.975308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:16.975346] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:16.979238] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=19.31%)
[2025-12-29T20:26:16.979656] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-29T20:26:16.979832] [INFO ] [sig       ] LPTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:17.176089] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LPTH.txt
[2025-12-29T20:26:17.176314] [INFO ] [sig       ] [1936/3546] Completed LPTH in 0.5s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:17.176367] [INFO ] [sig       ] [1937/3546] Forecasting LPX...
[2025-12-29T20:26:17.176406] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-29T20:26:17.176446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-29T20:26:17.193537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-29T20:26:17.194090] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-29T20:26:17.195481] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-29T20:26:17.195603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:17.195662] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:17.195710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:17.195807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:17.276045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:17.276982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:17.277130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:17.277166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:17.420620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:17.420779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:17.420819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:17.420850] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:17.424340] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-29T20:26:17.424658] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-29T20:26:17.424798] [INFO ] [sig       ] LPX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:17.573650] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LPX.txt
[2025-12-29T20:26:17.573814] [INFO ] [sig       ] [1937/3546] Completed LPX in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:17.573854] [INFO ] [sig       ] [1938/3546] Forecasting LQDA...
[2025-12-29T20:26:17.573885] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-29T20:26:17.573915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-29T20:26:17.586881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-29T20:26:17.587280] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-29T20:26:17.588147] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-29T20:26:17.588201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:17.588235] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:17.588261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:17.588320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:17.648688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:17.649757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:17.649873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:17.649922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:17.776764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:17.776937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:17.776982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:17.777021] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:17.780809] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-12-29T20:26:17.781141] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-29T20:26:17.781289] [INFO ] [sig       ] LQDA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:17.928882] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LQDA.txt
[2025-12-29T20:26:17.929073] [INFO ] [sig       ] [1938/3546] Completed LQDA in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:17.929130] [INFO ] [sig       ] [1939/3546] Forecasting LRCX...
[2025-12-29T20:26:17.929169] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-29T20:26:17.929211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-29T20:26:17.943793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-29T20:26:17.944235] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-29T20:26:17.945082] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-29T20:26:17.945136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:17.945168] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:17.945195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:17.945252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:18.004229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:18.005102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:18.005183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:18.005215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:18.141628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:18.141812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:18.141863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:18.141898] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:18.146340] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-29T20:26:18.146715] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-29T20:26:18.146881] [INFO ] [sig       ] LRCX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:18.297514] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LRCX.txt
[2025-12-29T20:26:18.297688] [INFO ] [sig       ] [1939/3546] Completed LRCX in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:18.297732] [INFO ] [sig       ] [1940/3546] Forecasting LRGE...
[2025-12-29T20:26:18.297762] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-29T20:26:18.297792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-29T20:26:18.310229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-29T20:26:18.310627] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-29T20:26:18.311424] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-29T20:26:18.311478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:18.311510] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:18.311537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:18.311614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:18.372861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:18.373745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:18.373828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:18.373860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:18.489864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:18.490026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:18.490065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:18.490095] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:18.493448] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-29T20:26:18.493757] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-29T20:26:18.493881] [INFO ] [sig       ] LRGE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:18.635215] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LRGE.txt
[2025-12-29T20:26:18.635404] [INFO ] [sig       ] [1940/3546] Completed LRGE in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:18.635451] [INFO ] [sig       ] [1941/3546] Forecasting LSCC...
[2025-12-29T20:26:18.635482] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-29T20:26:18.635513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-29T20:26:18.647509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-29T20:26:18.647917] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-29T20:26:18.648726] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-29T20:26:18.648800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:18.648833] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:18.648860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:18.648917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:18.705932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:18.706801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:18.706885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:18.706917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:18.824383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:18.824546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:18.824606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:18.824637] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:18.828042] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-12-29T20:26:18.828344] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-29T20:26:18.828481] [INFO ] [sig       ] LSCC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:18.981151] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LSCC.txt
[2025-12-29T20:26:18.981358] [INFO ] [sig       ] [1941/3546] Completed LSCC in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-29T20:26:18.981428] [INFO ] [sig       ] [1942/3546] Forecasting LSPD...
[2025-12-29T20:26:18.981469] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-29T20:26:18.981505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-29T20:26:18.994559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-29T20:26:18.995066] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-29T20:26:18.996270] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-29T20:26:18.996356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:18.996402] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:18.996443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:18.996526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:19.057905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:19.058807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:19.058895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:19.058927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:19.186673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:19.186849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:19.186890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:19.186919] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:19.190361] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-29T20:26:19.190681] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-29T20:26:19.190814] [INFO ] [sig       ] LSPD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:19.338543] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LSPD.txt
[2025-12-29T20:26:19.338736] [INFO ] [sig       ] [1942/3546] Completed LSPD in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-29T20:26:19.338808] [INFO ] [sig       ] [1943/3546] Forecasting LTC...
[2025-12-29T20:26:19.338838] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-29T20:26:19.338867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-29T20:26:19.354226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-29T20:26:19.354968] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-29T20:26:19.356191] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-29T20:26:19.356258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:19.356295] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:19.356323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:19.356385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:19.425696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:19.426744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:19.426842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:19.426877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:19.542520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:19.542695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:19.542745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:19.542775] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:19.546179] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-29T20:26:19.546461] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-29T20:26:19.546606] [INFO ] [sig       ] LTC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:19.685264] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LTC.txt
[2025-12-29T20:26:19.685396] [INFO ] [sig       ] [1943/3546] Completed LTC in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-29T20:26:19.685435] [INFO ] [sig       ] [1944/3546] Forecasting LTH...
[2025-12-29T20:26:19.685464] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-29T20:26:19.685494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-29T20:26:19.697650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-29T20:26:19.697934] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-29T20:26:19.698741] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-29T20:26:19.698823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:19.698881] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:19.698909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:19.698975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:19.755724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:19.756381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:19.756465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:19.756498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:19.872677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:19.872822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:19.872861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:19.872889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:19.876185] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=63.39%)
[2025-12-29T20:26:19.876459] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-29T20:26:19.876603] [INFO ] [sig       ] LTH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:20.015966] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LTH.txt
[2025-12-29T20:26:20.016095] [INFO ] [sig       ] [1944/3546] Completed LTH in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-29T20:26:20.016135] [INFO ] [sig       ] [1945/3546] Forecasting LTRN...
[2025-12-29T20:26:20.016164] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-29T20:26:20.016193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-29T20:26:20.028197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-29T20:26:20.028562] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-29T20:26:20.029472] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-29T20:26:20.029526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:20.029560] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:20.029619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:20.029684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:20.092070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:20.093058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:20.093144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:20.093177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:20.217637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:20.217796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:20.217836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:20.217863] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:20.221409] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-29T20:26:20.221771] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-29T20:26:20.221909] [INFO ] [sig       ] LTRN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:20.365865] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LTRN.txt
[2025-12-29T20:26:20.366011] [INFO ] [sig       ] [1945/3546] Completed LTRN in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-29T20:26:20.366051] [INFO ] [sig       ] [1946/3546] Forecasting LTRX...
[2025-12-29T20:26:20.366079] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-29T20:26:20.366108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-29T20:26:20.377289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-29T20:26:20.377619] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-29T20:26:20.378506] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-29T20:26:20.378561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:20.378623] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:20.378653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:20.378710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:20.438962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:20.439960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:20.440044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:20.440076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:20.559748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:20.559906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:20.559945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:20.559973] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:20.563402] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2025-12-29T20:26:20.563713] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-29T20:26:20.563840] [INFO ] [sig       ] LTRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:20.702987] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LTRX.txt
[2025-12-29T20:26:20.703136] [INFO ] [sig       ] [1946/3546] Completed LTRX in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-29T20:26:20.703177] [INFO ] [sig       ] [1947/3546] Forecasting LUCD...
[2025-12-29T20:26:20.703206] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-29T20:26:20.703236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-29T20:26:20.714600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-29T20:26:20.714912] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-29T20:26:20.715724] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-29T20:26:20.715776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:20.715807] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:20.715833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:20.715890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:20.773127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:20.774237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:20.774323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:20.774355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:20.904595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:20.904754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:20.904793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:20.904877] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:20.908267] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-29T20:26:20.908559] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-29T20:26:20.908709] [INFO ] [sig       ] LUCD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:21.049107] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LUCD.txt
[2025-12-29T20:26:21.049250] [INFO ] [sig       ] [1947/3546] Completed LUCD in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-29T20:26:21.049290] [INFO ] [sig       ] [1948/3546] Forecasting LUCY...
[2025-12-29T20:26:21.049319] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-29T20:26:21.049349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-29T20:26:21.060380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-29T20:26:21.060775] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-29T20:26:21.061560] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-29T20:26:21.061633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:21.061666] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:21.061693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:21.061751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:21.122714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:21.123792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:21.123878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:21.123911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:21.243586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:21.243743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:21.243782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:21.243810] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:21.247520] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-29T20:26:21.247809] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-29T20:26:21.247943] [INFO ] [sig       ] LUCY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:21.387982] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LUCY.txt
[2025-12-29T20:26:21.388144] [INFO ] [sig       ] [1948/3546] Completed LUCY in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-29T20:26:21.388185] [INFO ] [sig       ] [1949/3546] Forecasting LUMN...
[2025-12-29T20:26:21.388214] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-29T20:26:21.388243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-29T20:26:21.400162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-29T20:26:21.400595] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-29T20:26:21.401499] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-29T20:26:21.401558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:21.401629] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:21.401660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:21.401721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:21.461659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:21.462570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:21.462681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:21.462714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:21.592971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:21.593153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:21.593198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:21.593229] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:21.596968] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-29T20:26:21.597326] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-29T20:26:21.597470] [INFO ] [sig       ] LUMN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:21.752355] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LUMN.txt
[2025-12-29T20:26:21.752516] [INFO ] [sig       ] [1949/3546] Completed LUMN in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-29T20:26:21.752564] [INFO ] [sig       ] [1950/3546] Forecasting LUNG...
[2025-12-29T20:26:21.752614] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-29T20:26:21.752645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-29T20:26:21.764943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-29T20:26:21.765339] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-29T20:26:21.766195] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-29T20:26:21.766251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:21.766283] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:21.766310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:21.766369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:21.828300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:21.829303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:21.829401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:21.829436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:21.961267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:21.961419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:21.961458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:21.961488] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:21.965043] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=41.42%)
[2025-12-29T20:26:21.965335] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-29T20:26:21.965467] [INFO ] [sig       ] LUNG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:22.109782] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LUNG.txt
[2025-12-29T20:26:22.109943] [INFO ] [sig       ] [1950/3546] Completed LUNG in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:22.109984] [INFO ] [sig       ] [1951/3546] Forecasting LVHD...
[2025-12-29T20:26:22.110012] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-29T20:26:22.110041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-29T20:26:22.121726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-29T20:26:22.122135] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-29T20:26:22.123057] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-29T20:26:22.123112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:22.123146] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:22.123173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:22.123233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:22.183698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:22.184621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:22.184904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:22.184939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:22.306429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:22.306601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:22.306646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:22.306676] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:22.310106] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-29T20:26:22.310391] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-29T20:26:22.310542] [INFO ] [sig       ] LVHD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:22.460562] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LVHD.txt
[2025-12-29T20:26:22.460740] [INFO ] [sig       ] [1951/3546] Completed LVHD in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:22.460781] [INFO ] [sig       ] [1952/3546] Forecasting LVO...
[2025-12-29T20:26:22.460810] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-29T20:26:22.460840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-29T20:26:22.472331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-29T20:26:22.472674] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-29T20:26:22.473651] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-29T20:26:22.473704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:22.473736] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:22.473762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:22.473818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:22.531451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:22.532384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:22.532472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:22.532506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:22.655377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:22.655537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:22.655594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:22.655629] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:22.659146] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-12-29T20:26:22.659443] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-29T20:26:22.659595] [INFO ] [sig       ] LVO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:22.807429] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LVO.txt
[2025-12-29T20:26:22.807586] [INFO ] [sig       ] [1952/3546] Completed LVO in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:22.807628] [INFO ] [sig       ] [1953/3546] Forecasting LVS...
[2025-12-29T20:26:22.807658] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-29T20:26:22.807687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-29T20:26:22.819349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-29T20:26:22.819682] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-29T20:26:22.820482] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-29T20:26:22.820537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:22.820569] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:22.820626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:22.820685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:22.879875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:22.880630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:22.880713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:22.880745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:22.999987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:23.000141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:23.000216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:23.000247] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:23.003547] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=40.36%)
[2025-12-29T20:26:23.003836] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-29T20:26:23.003961] [INFO ] [sig       ] LVS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:23.151992] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LVS.txt
[2025-12-29T20:26:23.152185] [INFO ] [sig       ] [1953/3546] Completed LVS in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:23.152228] [INFO ] [sig       ] [1954/3546] Forecasting LWAY...
[2025-12-29T20:26:23.152259] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-29T20:26:23.152289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-29T20:26:23.163839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-29T20:26:23.164202] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-29T20:26:23.165055] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-29T20:26:23.165110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:23.165142] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:23.165172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:23.165230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:23.223740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:23.224558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:23.224683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:23.224718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:23.345947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:23.346096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:23.346136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:23.346163] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:23.349506] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=57.98%)
[2025-12-29T20:26:23.349797] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-29T20:26:23.349922] [INFO ] [sig       ] LWAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:23.502807] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LWAY.txt
[2025-12-29T20:26:23.502946] [INFO ] [sig       ] [1954/3546] Completed LWAY in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:23.502986] [INFO ] [sig       ] [1955/3546] Forecasting LWLG...
[2025-12-29T20:26:23.503016] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-29T20:26:23.503047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-29T20:26:23.514144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-29T20:26:23.514466] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-29T20:26:23.515271] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-29T20:26:23.515322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:23.515354] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:23.515381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:23.515439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:23.572137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:23.572895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:23.572990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:23.573023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:23.705243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:23.705396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:23.705436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:23.705464] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:23.708857] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=27.39%)
[2025-12-29T20:26:23.709143] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-29T20:26:23.709277] [INFO ] [sig       ] LWLG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:23.860499] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LWLG.txt
[2025-12-29T20:26:23.860647] [INFO ] [sig       ] [1955/3546] Completed LWLG in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:23.860688] [INFO ] [sig       ] [1956/3546] Forecasting LX...
[2025-12-29T20:26:23.860718] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-29T20:26:23.860747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-29T20:26:23.872256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-29T20:26:23.872532] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-29T20:26:23.873517] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-29T20:26:23.873589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:23.873623] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:23.873649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:23.873706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:23.932448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:23.933350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:23.933434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:23.933469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:24.060818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:24.060965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:24.061004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:24.061032] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:24.064892] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-12-29T20:26:24.065179] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-29T20:26:24.065305] [INFO ] [sig       ] LX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:24.216480] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LX.txt
[2025-12-29T20:26:24.216626] [INFO ] [sig       ] [1956/3546] Completed LX in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:24.216666] [INFO ] [sig       ] [1957/3546] Forecasting LXEO...
[2025-12-29T20:26:24.216695] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-29T20:26:24.216724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-29T20:26:24.229942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-29T20:26:24.230259] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-29T20:26:24.231137] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-29T20:26:24.231194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:24.231255] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:24.231290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:24.231350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:24.289461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:24.290413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:24.290509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:24.290552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:24.410012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:24.410155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:24.410192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:24.410219] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:24.413494] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-29T20:26:24.413790] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-29T20:26:24.413913] [INFO ] [sig       ] LXEO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:24.561455] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LXEO.txt
[2025-12-29T20:26:24.561649] [INFO ] [sig       ] [1957/3546] Completed LXEO in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:24.561693] [INFO ] [sig       ] [1958/3546] Forecasting LXP...
[2025-12-29T20:26:24.561724] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-29T20:26:24.561754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-29T20:26:24.573513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-29T20:26:24.573815] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-29T20:26:24.574598] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-29T20:26:24.574651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:24.574682] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:24.574709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:24.574767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:24.633424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:24.634269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:24.634354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:24.634386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:24.755832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:24.755996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:24.756226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:24.756254] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:24.760522] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-29T20:26:24.760932] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-29T20:26:24.761084] [INFO ] [sig       ] LXP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:24.920156] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LXP.txt
[2025-12-29T20:26:24.920311] [INFO ] [sig       ] [1958/3546] Completed LXP in 0.4s | 2.88 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-29T20:26:24.920350] [INFO ] [sig       ] [1959/3546] Forecasting LYB...
[2025-12-29T20:26:24.920379] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-29T20:26:24.920411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-29T20:26:24.931741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-29T20:26:24.932086] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-29T20:26:24.932913] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-29T20:26:24.932967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:24.932998] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:24.933025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:24.933082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:24.990166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:24.991027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:24.991110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:24.991142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:25.112317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:25.112469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:25.112507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:25.112535] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:25.115863] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-29T20:26:25.116135] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-29T20:26:25.116260] [INFO ] [sig       ] LYB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:25.265044] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/LYB.txt
[2025-12-29T20:26:25.265186] [INFO ] [sig       ] [1959/3546] Completed LYB in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-29T20:26:25.265226] [INFO ] [sig       ] [1960/3546] Forecasting LYEL...
[2025-12-29T20:26:25.265256] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-29T20:26:25.265285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-29T20:26:25.278479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-29T20:26:25.279023] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-29T20:26:25.279826] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-29T20:26:25.279878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:25.279910] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:25.279936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:25.279993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:25.344130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:25.345299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:25.345387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:25.345422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:25.486121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:25.486285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:25.486329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:25.486360] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:25.490265] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-29T20:26:25.490644] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-29T20:26:25.490814] [INFO ] [sig       ] LYEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:25.643230] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LYEL.txt
[2025-12-29T20:26:25.643389] [INFO ] [sig       ] [1960/3546] Completed LYEL in 0.4s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-29T20:26:25.643428] [INFO ] [sig       ] [1961/3546] Forecasting LYG...
[2025-12-29T20:26:25.643458] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-29T20:26:25.643494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-29T20:26:25.654997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-29T20:26:25.655324] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-29T20:26:25.656316] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-29T20:26:25.656368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:25.656426] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:25.656454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:25.656511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:25.715826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:25.716701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:25.716783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:25.716815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:25.845109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:25.845276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:25.845321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:25.845351] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:25.848878] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=39.90%)
[2025-12-29T20:26:25.849154] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-29T20:26:25.849287] [INFO ] [sig       ] LYG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:25.990260] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LYG.txt
[2025-12-29T20:26:25.990415] [INFO ] [sig       ] [1961/3546] Completed LYG in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-29T20:26:25.990454] [INFO ] [sig       ] [1962/3546] Forecasting LYRA...
[2025-12-29T20:26:25.990485] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-29T20:26:25.990514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-29T20:26:26.001771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-29T20:26:26.002092] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-29T20:26:26.002924] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-29T20:26:26.002978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:26.003010] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:26.003036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:26.003095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:26.061205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:26.062081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:26.062165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:26.062197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:26.183846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:26.183998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:26.184039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:26.184067] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:26.187483] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-29T20:26:26.187790] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-29T20:26:26.187920] [INFO ] [sig       ] LYRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:26.328397] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LYRA.txt
[2025-12-29T20:26:26.328525] [INFO ] [sig       ] [1962/3546] Completed LYRA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-29T20:26:26.328565] [INFO ] [sig       ] [1963/3546] Forecasting LYTS...
[2025-12-29T20:26:26.328613] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-29T20:26:26.328642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-29T20:26:26.341162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-29T20:26:26.341474] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-29T20:26:26.342269] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-29T20:26:26.342320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:26.342352] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:26.342379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:26.342436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:26.400085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:26.400742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:26.400820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:26.400854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:26.527204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:26.527400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:26.527443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:26.527475] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:26.531256] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-29T20:26:26.531560] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-29T20:26:26.531714] [INFO ] [sig       ] LYTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:26.685236] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LYTS.txt
[2025-12-29T20:26:26.685378] [INFO ] [sig       ] [1963/3546] Completed LYTS in 0.4s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-29T20:26:26.685418] [INFO ] [sig       ] [1964/3546] Forecasting LZ...
[2025-12-29T20:26:26.685446] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-29T20:26:26.685476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-29T20:26:26.697512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-29T20:26:26.697863] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-29T20:26:26.698686] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-29T20:26:26.698740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:26.698798] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:26.698827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:26.698884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:26.755780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:26.756503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:26.756604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:26.756641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:26.877288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:26.877444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:26.877483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:26.877559] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:26.880965] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-29T20:26:26.881246] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-29T20:26:26.881376] [INFO ] [sig       ] LZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:27.103836] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LZ.txt
[2025-12-29T20:26:27.103992] [INFO ] [sig       ] [1964/3546] Completed LZ in 0.4s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-29T20:26:27.104033] [INFO ] [sig       ] [1965/3546] Forecasting LZB...
[2025-12-29T20:26:27.104063] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-29T20:26:27.104093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-29T20:26:27.115699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-29T20:26:27.116036] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-29T20:26:27.116835] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-29T20:26:27.116889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:27.116921] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:27.116948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:27.117005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:27.175763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:27.176603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:27.176683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:27.176715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:27.297770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:27.297917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:27.297958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:27.297987] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:27.301318] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-12-29T20:26:27.301617] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-29T20:26:27.301747] [INFO ] [sig       ] LZB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:27.440522] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LZB.txt
[2025-12-29T20:26:27.440664] [INFO ] [sig       ] [1965/3546] Completed LZB in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-29T20:26:27.440703] [INFO ] [sig       ] [1966/3546] Forecasting LZM...
[2025-12-29T20:26:27.440732] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-29T20:26:27.440761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-29T20:26:27.455136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-29T20:26:27.455516] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-29T20:26:27.456327] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-29T20:26:27.456381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:27.456413] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:27.456439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:27.456499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:27.512957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:27.513758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:27.513839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:27.513871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:27.631768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:27.631902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:27.631940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:27.631969] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:27.635220] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-29T20:26:27.635489] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-29T20:26:27.635628] [INFO ] [sig       ] LZM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:27.774930] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/LZM.txt
[2025-12-29T20:26:27.775064] [INFO ] [sig       ] [1966/3546] Completed LZM in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-29T20:26:27.775102] [INFO ] [sig       ] [1967/3546] Forecasting M...
[2025-12-29T20:26:27.775132] [INFO ] [sig       ] Generating forecast for: M
[2025-12-29T20:26:27.775162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-29T20:26:27.786971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-29T20:26:27.787253] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-29T20:26:27.788056] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-29T20:26:27.788108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:27.788140] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:27.788166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:27.788224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:27.845327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:27.845927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:27.846004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:27.846035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:27.966636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:27.966794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:27.966831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:27.966858] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:27.970186] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-29T20:26:27.970460] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-29T20:26:27.970602] [INFO ] [sig       ] M: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:28.109516] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/M.txt
[2025-12-29T20:26:28.109652] [INFO ] [sig       ] [1967/3546] Completed M in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:28.109692] [INFO ] [sig       ] [1968/3546] Forecasting MA...
[2025-12-29T20:26:28.109721] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-29T20:26:28.109751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-29T20:26:28.121474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-29T20:26:28.121774] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-29T20:26:28.122545] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-29T20:26:28.122616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:28.122649] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:28.122681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:28.122738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:28.179607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:28.180203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:28.180278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:28.180310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:28.300161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:28.300288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:28.300326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:28.300354] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:28.303626] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-29T20:26:28.303898] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-29T20:26:28.304021] [INFO ] [sig       ] MA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:28.450730] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MA.txt
[2025-12-29T20:26:28.450884] [INFO ] [sig       ] [1968/3546] Completed MA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:28.450924] [INFO ] [sig       ] [1969/3546] Forecasting MAA...
[2025-12-29T20:26:28.450955] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-29T20:26:28.450985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-29T20:26:28.463542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-29T20:26:28.463949] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-29T20:26:28.464832] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-29T20:26:28.464885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:28.464916] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:28.464942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:28.464998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:28.523294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:28.524011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:28.524094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:28.524127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:28.646796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:28.646937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:28.646978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:28.647006] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:28.650427] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-29T20:26:28.650747] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-29T20:26:28.650880] [INFO ] [sig       ] MAA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:28.790285] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MAA.txt
[2025-12-29T20:26:28.790411] [INFO ] [sig       ] [1969/3546] Completed MAA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:28.790450] [INFO ] [sig       ] [1970/3546] Forecasting MAC...
[2025-12-29T20:26:28.790480] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-29T20:26:28.790509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-29T20:26:28.802166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-29T20:26:28.802450] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-29T20:26:28.803245] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-29T20:26:28.803298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:28.803351] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:28.803380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:28.803442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:28.859522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:28.860162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:28.860239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:28.860270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:28.984379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:28.984519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:28.984559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:28.984604] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:28.987927] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-29T20:26:28.988196] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-29T20:26:28.988332] [INFO ] [sig       ] MAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:29.128703] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MAC.txt
[2025-12-29T20:26:29.128853] [INFO ] [sig       ] [1970/3546] Completed MAC in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:29.128899] [INFO ] [sig       ] [1971/3546] Forecasting MAMA...
[2025-12-29T20:26:29.128930] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-29T20:26:29.128959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-29T20:26:29.140815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-29T20:26:29.141264] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-29T20:26:29.142039] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-29T20:26:29.142090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:29.142121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:29.142148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:29.142206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:29.201846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:29.202727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:29.203058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:29.203092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:29.330195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:29.330352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:29.330391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:29.330419] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:29.333740] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-29T20:26:29.334010] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-29T20:26:29.334131] [INFO ] [sig       ] MAMA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:29.475421] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MAMA.txt
[2025-12-29T20:26:29.475587] [INFO ] [sig       ] [1971/3546] Completed MAMA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:29.475629] [INFO ] [sig       ] [1972/3546] Forecasting MAN...
[2025-12-29T20:26:29.475659] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-29T20:26:29.475688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-29T20:26:29.488155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-29T20:26:29.488449] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-29T20:26:29.489320] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-29T20:26:29.489373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:29.489406] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:29.489433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:29.489491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:29.552840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:29.554077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:29.554192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:29.554226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:29.677106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:29.677265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:29.677306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:29.677336] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:29.680906] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-29T20:26:29.681195] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-29T20:26:29.681325] [INFO ] [sig       ] MAN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:29.822776] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MAN.txt
[2025-12-29T20:26:29.822912] [INFO ] [sig       ] [1972/3546] Completed MAN in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:29.822950] [INFO ] [sig       ] [1973/3546] Forecasting MANH...
[2025-12-29T20:26:29.822980] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-29T20:26:29.823009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-29T20:26:29.835116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-29T20:26:29.835415] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-29T20:26:29.836226] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-29T20:26:29.836279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:29.836311] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:29.836338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:29.836397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:29.895022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:29.895911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:29.895997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:29.896030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:30.016234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:30.016394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:30.016434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:30.016463] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:30.019957] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-12-29T20:26:30.020239] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-29T20:26:30.020369] [INFO ] [sig       ] MANH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:30.165721] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MANH.txt
[2025-12-29T20:26:30.165886] [INFO ] [sig       ] [1973/3546] Completed MANH in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:30.165946] [INFO ] [sig       ] [1974/3546] Forecasting MARA...
[2025-12-29T20:26:30.165979] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-29T20:26:30.166008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-29T20:26:30.178222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-29T20:26:30.178561] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-29T20:26:30.179484] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-29T20:26:30.179539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:30.179589] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:30.179619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:30.179677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:30.237729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:30.238669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:30.238752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:30.238827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:30.361754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:30.361914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:30.361954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:30.361982] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:30.365437] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-29T20:26:30.365752] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-29T20:26:30.365886] [INFO ] [sig       ] MARA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:30.511821] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MARA.txt
[2025-12-29T20:26:30.512016] [INFO ] [sig       ] [1974/3546] Completed MARA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:30.512058] [INFO ] [sig       ] [1975/3546] Forecasting MAS...
[2025-12-29T20:26:30.512088] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-29T20:26:30.512120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-29T20:26:30.523757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-29T20:26:30.524132] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-29T20:26:30.524973] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-29T20:26:30.525029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:30.525061] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:30.525088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:30.525146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:30.583392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:30.584351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:30.584447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:30.584480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:30.707552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:30.707735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:30.707775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:30.707804] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:30.711350] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=23.09%)
[2025-12-29T20:26:30.711670] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-29T20:26:30.711839] [INFO ] [sig       ] MAS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:30.852541] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MAS.txt
[2025-12-29T20:26:30.852713] [INFO ] [sig       ] [1975/3546] Completed MAS in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:30.852753] [INFO ] [sig       ] [1976/3546] Forecasting MASI...
[2025-12-29T20:26:30.852782] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-29T20:26:30.852811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-29T20:26:30.864267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-29T20:26:30.864628] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-29T20:26:30.865434] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-29T20:26:30.865486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:30.865517] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:30.865543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:30.865626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:30.923137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:30.924028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:30.924111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:30.924144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:31.045017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:31.045170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:31.045209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:31.045238] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:31.048627] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-29T20:26:31.048996] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-29T20:26:31.049132] [INFO ] [sig       ] MASI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:31.190249] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MASI.txt
[2025-12-29T20:26:31.190393] [INFO ] [sig       ] [1976/3546] Completed MASI in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-29T20:26:31.190433] [INFO ] [sig       ] [1977/3546] Forecasting MASS...
[2025-12-29T20:26:31.190462] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-29T20:26:31.190491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-29T20:26:31.202175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-29T20:26:31.202535] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-29T20:26:31.203329] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-29T20:26:31.203381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:31.203413] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:31.203439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:31.203501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:31.261383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:31.262256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:31.262342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:31.262375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:31.387216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:31.387375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:31.387432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:31.387463] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:31.391069] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=49.92%)
[2025-12-29T20:26:31.391375] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-29T20:26:31.391507] [INFO ] [sig       ] MASS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:31.556516] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MASS.txt
[2025-12-29T20:26:31.556701] [INFO ] [sig       ] [1977/3546] Completed MASS in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-29T20:26:31.556743] [INFO ] [sig       ] [1978/3546] Forecasting MATX...
[2025-12-29T20:26:31.556776] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-29T20:26:31.556806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-29T20:26:31.568910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-29T20:26:31.569309] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-29T20:26:31.570230] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-29T20:26:31.570285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:31.570345] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:31.570374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:31.570435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:31.634939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:31.636017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:31.636123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:31.636168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:31.769746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:31.769926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:31.769978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:31.770013] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:31.774723] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=19.22%)
[2025-12-29T20:26:31.775071] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-29T20:26:31.775236] [INFO ] [sig       ] MATX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:31.925408] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MATX.txt
[2025-12-29T20:26:31.925588] [INFO ] [sig       ] [1978/3546] Completed MATX in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-29T20:26:31.925633] [INFO ] [sig       ] [1979/3546] Forecasting MAX...
[2025-12-29T20:26:31.925662] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-29T20:26:31.925691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-29T20:26:31.939492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-29T20:26:31.939910] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-29T20:26:31.940743] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-29T20:26:31.940808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:31.940846] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:31.940878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:31.940936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:32.000735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:32.001610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:32.001714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:32.001749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:32.118679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:32.118851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:32.118892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:32.118921] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:32.122245] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-29T20:26:32.122513] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-29T20:26:32.122652] [INFO ] [sig       ] MAX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:32.262635] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MAX.txt
[2025-12-29T20:26:32.262765] [INFO ] [sig       ] [1979/3546] Completed MAX in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-29T20:26:32.262805] [INFO ] [sig       ] [1980/3546] Forecasting MAXI...
[2025-12-29T20:26:32.262834] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-29T20:26:32.262864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-29T20:26:32.274533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-29T20:26:32.274891] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-29T20:26:32.275718] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-29T20:26:32.275772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:32.275806] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:32.275835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:32.275893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:32.336797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:32.337888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:32.337991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:32.338033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:32.457812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:32.457967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:32.458008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:32.458036] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:32.461537] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2025-12-29T20:26:32.461842] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-29T20:26:32.461976] [INFO ] [sig       ] MAXI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:32.604445] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MAXI.txt
[2025-12-29T20:26:32.604622] [INFO ] [sig       ] [1980/3546] Completed MAXI in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-29T20:26:32.604664] [INFO ] [sig       ] [1981/3546] Forecasting MAXN...
[2025-12-29T20:26:32.604694] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-29T20:26:32.604724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-29T20:26:32.615998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-29T20:26:32.616310] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-29T20:26:32.617152] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-29T20:26:32.617205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:32.617248] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:32.617275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:32.617332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:32.692054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:32.693157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:32.693241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:32.693275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:32.808412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:32.808589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:32.808630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:32.808714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:32.812746] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-29T20:26:32.813042] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-29T20:26:32.813365] [INFO ] [sig       ] MAXN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:32.955612] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MAXN.txt
[2025-12-29T20:26:32.955775] [INFO ] [sig       ] [1981/3546] Completed MAXN in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-29T20:26:32.955817] [INFO ] [sig       ] [1982/3546] Forecasting MBB...
[2025-12-29T20:26:32.955844] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-29T20:26:32.955873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-29T20:26:32.967134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-29T20:26:32.967493] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-29T20:26:32.968298] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-29T20:26:32.968352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:32.968384] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:32.968411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:32.968469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:33.025205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:33.026049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:33.026132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:33.026165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:33.148729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:33.148920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:33.148960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:33.148987] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:33.152335] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=15.20%)
[2025-12-29T20:26:33.152633] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-29T20:26:33.152763] [INFO ] [sig       ] MBB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:33.295963] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MBB.txt
[2025-12-29T20:26:33.296100] [INFO ] [sig       ] [1982/3546] Completed MBB in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-29T20:26:33.296140] [INFO ] [sig       ] [1983/3546] Forecasting MBC...
[2025-12-29T20:26:33.296168] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-29T20:26:33.296197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-29T20:26:33.307733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-29T20:26:33.308049] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-29T20:26:33.308902] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-29T20:26:33.308958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:33.308990] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:33.309017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:33.309081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:33.365772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:33.366533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:33.366632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:33.366665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:33.484034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:33.484197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:33.484238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:33.484268] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:33.487910] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-12-29T20:26:33.488218] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-29T20:26:33.488355] [INFO ] [sig       ] MBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:33.635624] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MBC.txt
[2025-12-29T20:26:33.635787] [INFO ] [sig       ] [1983/3546] Completed MBC in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-29T20:26:33.635833] [INFO ] [sig       ] [1984/3546] Forecasting MBCN...
[2025-12-29T20:26:33.635863] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-29T20:26:33.635896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-29T20:26:33.645599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-29T20:26:33.645909] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-29T20:26:33.646727] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-29T20:26:33.646781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:33.646812] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:33.646839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:33.646897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:33.707493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:33.708395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:33.708486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:33.708519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:33.803944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:33.804098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:33.804136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:33.804164] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:33.807492] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-29T20:26:33.807784] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-29T20:26:33.807913] [INFO ] [sig       ] MBCN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:33.947117] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MBCN.txt
[2025-12-29T20:26:33.947272] [INFO ] [sig       ] [1984/3546] Completed MBCN in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:33.947311] [INFO ] [sig       ] [1985/3546] Forecasting MBI...
[2025-12-29T20:26:33.947347] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-29T20:26:33.947379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-29T20:26:33.958884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-29T20:26:33.959219] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-29T20:26:33.960056] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-29T20:26:33.960110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:33.960142] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:33.960169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:33.960228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:34.018054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:34.018875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:34.018959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:34.018993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:34.140280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:34.140430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:34.140469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:34.140497] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:34.143840] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=56.57%)
[2025-12-29T20:26:34.144113] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-29T20:26:34.144236] [INFO ] [sig       ] MBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:34.283249] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MBI.txt
[2025-12-29T20:26:34.283408] [INFO ] [sig       ] [1985/3546] Completed MBI in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:34.283449] [INFO ] [sig       ] [1986/3546] Forecasting MBIN...
[2025-12-29T20:26:34.283477] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-29T20:26:34.283506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-29T20:26:34.296369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-29T20:26:34.296731] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-29T20:26:34.297532] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-29T20:26:34.297606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:34.297643] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:34.297671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:34.297729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:34.354392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:34.355213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:34.355297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:34.355329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:34.473934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:34.474103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:34.474146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:34.474175] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:34.477834] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-29T20:26:34.478174] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-29T20:26:34.478321] [INFO ] [sig       ] MBIN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:34.623660] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MBIN.txt
[2025-12-29T20:26:34.623842] [INFO ] [sig       ] [1986/3546] Completed MBIN in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:34.623883] [INFO ] [sig       ] [1987/3546] Forecasting MBIO...
[2025-12-29T20:26:34.623914] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-29T20:26:34.623947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-29T20:26:34.636060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-29T20:26:34.636432] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-29T20:26:34.637275] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-29T20:26:34.637330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:34.637361] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:34.637387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:34.637445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:34.697279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:34.698182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:34.698271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:34.698304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:34.818102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:34.818258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:34.818296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:34.818323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:34.821688] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-29T20:26:34.821960] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-29T20:26:34.822081] [INFO ] [sig       ] MBIO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:34.962148] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MBIO.txt
[2025-12-29T20:26:34.962304] [INFO ] [sig       ] [1987/3546] Completed MBIO in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:34.962343] [INFO ] [sig       ] [1988/3546] Forecasting MBLY...
[2025-12-29T20:26:34.962375] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-29T20:26:34.962404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-29T20:26:34.974276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-29T20:26:34.974672] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-29T20:26:34.975476] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-29T20:26:34.975528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:34.975560] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:34.975612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:34.975672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:35.032375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:35.033240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:35.033359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:35.033394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:35.152742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:35.152901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:35.152946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:35.152992] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:35.156418] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-29T20:26:35.156760] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-29T20:26:35.156903] [INFO ] [sig       ] MBLY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:35.297742] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MBLY.txt
[2025-12-29T20:26:35.297899] [INFO ] [sig       ] [1988/3546] Completed MBLY in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:35.297937] [INFO ] [sig       ] [1989/3546] Forecasting MBS...
[2025-12-29T20:26:35.297967] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-29T20:26:35.297998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-29T20:26:35.309082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-29T20:26:35.309449] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-29T20:26:35.310259] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-29T20:26:35.310311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:35.310342] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:35.310368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:35.310426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:35.367891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:35.368734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:35.368830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:35.368863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:35.482782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:35.482922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:35.482961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:35.482990] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:35.486284] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2025-12-29T20:26:35.486556] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-29T20:26:35.486698] [INFO ] [sig       ] MBS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:35.627283] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MBS.txt
[2025-12-29T20:26:35.627410] [INFO ] [sig       ] [1989/3546] Completed MBS in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:35.627448] [INFO ] [sig       ] [1990/3546] Forecasting MBWM...
[2025-12-29T20:26:35.627477] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-29T20:26:35.627506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-29T20:26:35.638535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-29T20:26:35.638904] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-29T20:26:35.639698] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-29T20:26:35.639750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:35.639780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:35.639806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:35.639863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:35.696394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:35.697049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:35.697126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:35.697171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:35.813175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:35.813318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:35.813356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:35.813384] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:35.816742] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=81.00%)
[2025-12-29T20:26:35.817019] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-29T20:26:35.817141] [INFO ] [sig       ] MBWM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:35.955701] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MBWM.txt
[2025-12-29T20:26:35.955828] [INFO ] [sig       ] [1990/3546] Completed MBWM in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:35.955865] [INFO ] [sig       ] [1991/3546] Forecasting MBX...
[2025-12-29T20:26:35.955894] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-29T20:26:35.955924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-29T20:26:35.967306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-29T20:26:35.967597] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-29T20:26:35.968380] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-29T20:26:35.968432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:35.968463] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:35.968490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:35.968547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:36.025503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:36.026124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:36.026202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:36.026235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:36.151815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:36.151997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:36.152040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:36.152070] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:36.155772] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-29T20:26:36.156072] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-29T20:26:36.156209] [INFO ] [sig       ] MBX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:36.299776] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MBX.txt
[2025-12-29T20:26:36.299962] [INFO ] [sig       ] [1991/3546] Completed MBX in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:36.300004] [INFO ] [sig       ] [1992/3546] Forecasting MC...
[2025-12-29T20:26:36.300033] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-29T20:26:36.300064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-29T20:26:36.311313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-29T20:26:36.311621] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-29T20:26:36.312400] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-29T20:26:36.312452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:36.312485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:36.312512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:36.312608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:36.371902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:36.372777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:36.372861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:36.372895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:36.497643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:36.497794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:36.497833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:36.497862] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:36.501193] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-29T20:26:36.501468] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-29T20:26:36.501614] [INFO ] [sig       ] MC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:36.645338] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MC.txt
[2025-12-29T20:26:36.645473] [INFO ] [sig       ] [1992/3546] Completed MC in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:36.645511] [INFO ] [sig       ] [1993/3546] Forecasting MCBS...
[2025-12-29T20:26:36.645540] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-29T20:26:36.645586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-29T20:26:36.657304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-29T20:26:36.657645] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-29T20:26:36.658436] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-29T20:26:36.658488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:36.658519] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:36.658546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:36.658621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:36.717227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:36.717878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:36.717959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:36.717993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:36.835666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:36.835813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:36.835851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:36.835878] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:36.839206] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=79.06%)
[2025-12-29T20:26:36.839476] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-29T20:26:36.839628] [INFO ] [sig       ] MCBS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:36.982396] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MCBS.txt
[2025-12-29T20:26:36.982520] [INFO ] [sig       ] [1993/3546] Completed MCBS in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-29T20:26:36.982559] [INFO ] [sig       ] [1994/3546] Forecasting MCHI...
[2025-12-29T20:26:36.982612] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-29T20:26:36.982643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-29T20:26:36.994800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-29T20:26:36.995133] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-29T20:26:36.995976] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-29T20:26:36.996064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:36.996097] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:36.996124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:36.996180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:37.052900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:37.053739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:37.053836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:37.053868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:37.179282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:37.179445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:37.179483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:37.179512] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:37.182894] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-12-29T20:26:37.183182] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-29T20:26:37.183309] [INFO ] [sig       ] MCHI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:37.323147] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCHI.txt
[2025-12-29T20:26:37.323285] [INFO ] [sig       ] [1994/3546] Completed MCHI in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-29T20:26:37.323325] [INFO ] [sig       ] [1995/3546] Forecasting MCHP...
[2025-12-29T20:26:37.323354] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-29T20:26:37.323383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-29T20:26:37.335407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-29T20:26:37.335759] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-29T20:26:37.336543] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-29T20:26:37.336613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:37.336671] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:37.336698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:37.336756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:37.395314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:37.396050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:37.396134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:37.396167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:37.518326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:37.518474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:37.518514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:37.518542] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:37.522008] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-29T20:26:37.522287] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-29T20:26:37.522414] [INFO ] [sig       ] MCHP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:37.666278] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCHP.txt
[2025-12-29T20:26:37.666418] [INFO ] [sig       ] [1995/3546] Completed MCHP in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-29T20:26:37.666457] [INFO ] [sig       ] [1996/3546] Forecasting MCHX...
[2025-12-29T20:26:37.666486] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-29T20:26:37.666515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-29T20:26:37.678008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-29T20:26:37.678358] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-29T20:26:37.679200] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-29T20:26:37.679254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:37.679285] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:37.679311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:37.679369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:37.743721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:37.744878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:37.744995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:37.745041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:37.861645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:37.861808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:37.861850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:37.861879] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:37.865420] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-29T20:26:37.865723] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-29T20:26:37.865850] [INFO ] [sig       ] MCHX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:38.007074] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCHX.txt
[2025-12-29T20:26:38.007207] [INFO ] [sig       ] [1996/3546] Completed MCHX in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-29T20:26:38.007246] [INFO ] [sig       ] [1997/3546] Forecasting MCI...
[2025-12-29T20:26:38.007274] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-29T20:26:38.007303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-29T20:26:38.018974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-29T20:26:38.019257] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-29T20:26:38.020036] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-29T20:26:38.020089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:38.020121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:38.020148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:38.020205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:38.079933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:38.080718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:38.080800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:38.080834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:38.198879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:38.199040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:38.199078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:38.199105] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:38.202494] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-29T20:26:38.202813] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-29T20:26:38.202950] [INFO ] [sig       ] MCI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:38.344675] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCI.txt
[2025-12-29T20:26:38.344817] [INFO ] [sig       ] [1997/3546] Completed MCI in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-29T20:26:38.344855] [INFO ] [sig       ] [1998/3546] Forecasting MCK...
[2025-12-29T20:26:38.344885] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-29T20:26:38.344915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-29T20:26:38.356177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-29T20:26:38.356467] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-29T20:26:38.357249] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-29T20:26:38.357301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:38.357332] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:38.357358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:38.357415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:38.415561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:38.416288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:38.416370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:38.416411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:38.540984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:38.541143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:38.541184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:38.541246] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:38.544708] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-29T20:26:38.544991] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-29T20:26:38.545124] [INFO ] [sig       ] MCK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:38.685218] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MCK.txt
[2025-12-29T20:26:38.685354] [INFO ] [sig       ] [1998/3546] Completed MCK in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-29T20:26:38.685395] [INFO ] [sig       ] [1999/3546] Forecasting MCN...
[2025-12-29T20:26:38.685424] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-29T20:26:38.685453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-29T20:26:38.697159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-29T20:26:38.697499] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-29T20:26:38.698335] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-29T20:26:38.698391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:38.698424] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:38.698454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:38.698512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:38.757147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:38.757872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:38.757954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:38.757986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:38.876256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:38.876405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:38.876446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:38.876474] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:38.879901] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-29T20:26:38.880193] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-29T20:26:38.880318] [INFO ] [sig       ] MCN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:39.023281] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCN.txt
[2025-12-29T20:26:39.023403] [INFO ] [sig       ] [1999/3546] Completed MCN in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-29T20:26:39.023441] [INFO ] [sig       ] [2000/3546] Forecasting MCO...
[2025-12-29T20:26:39.023470] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-29T20:26:39.023500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-29T20:26:39.035115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-29T20:26:39.035376] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-29T20:26:39.036159] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-29T20:26:39.036212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:39.036243] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:39.036269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:39.036332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:39.095500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:39.096161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:39.096241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:39.096274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:39.215084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:39.215237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:39.215275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:39.215306] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:39.218727] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-29T20:26:39.219022] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-29T20:26:39.219148] [INFO ] [sig       ] MCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:39.362816] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MCO.txt
[2025-12-29T20:26:39.362947] [INFO ] [sig       ] [2000/3546] Completed MCO in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-29T20:26:39.362986] [INFO ] [sig       ] [2001/3546] Forecasting MCRB...
[2025-12-29T20:26:39.363015] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-29T20:26:39.363045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-29T20:26:39.374346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-29T20:26:39.374647] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-29T20:26:39.375447] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-29T20:26:39.375502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:39.375533] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:39.375560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:39.375647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:39.435373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:39.436016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:39.436096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:39.436130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:39.556045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:39.556201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:39.556265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:39.556304] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:39.559778] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2025-12-29T20:26:39.560057] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-29T20:26:39.560185] [INFO ] [sig       ] MCRB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:39.709778] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCRB.txt
[2025-12-29T20:26:39.709916] [INFO ] [sig       ] [2001/3546] Completed MCRB in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:39.709954] [INFO ] [sig       ] [2002/3546] Forecasting MCRI...
[2025-12-29T20:26:39.709983] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-29T20:26:39.710011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-29T20:26:39.721114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-29T20:26:39.721381] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-29T20:26:39.722196] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-29T20:26:39.722249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:39.722281] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:39.722308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:39.722365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:39.784300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:39.785012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:39.785092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:39.785126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:39.910057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:39.910209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:39.910256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:39.910286] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:39.913722] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-29T20:26:39.913999] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-29T20:26:39.914128] [INFO ] [sig       ] MCRI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:40.059530] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCRI.txt
[2025-12-29T20:26:40.059715] [INFO ] [sig       ] [2002/3546] Completed MCRI in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:40.059760] [INFO ] [sig       ] [2003/3546] Forecasting MCS...
[2025-12-29T20:26:40.059791] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-29T20:26:40.059821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-29T20:26:40.071650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-29T20:26:40.072016] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-29T20:26:40.072859] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-29T20:26:40.072917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:40.072950] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:40.072977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:40.073036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:40.132532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:40.133446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:40.133532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:40.133570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:40.263657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:40.263832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:40.263873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:40.263904] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:40.267339] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-29T20:26:40.267638] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-29T20:26:40.267765] [INFO ] [sig       ] MCS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:40.413510] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCS.txt
[2025-12-29T20:26:40.413670] [INFO ] [sig       ] [2003/3546] Completed MCS in 0.4s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:40.413717] [INFO ] [sig       ] [2004/3546] Forecasting MCY...
[2025-12-29T20:26:40.413747] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-29T20:26:40.413778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-29T20:26:40.425015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-29T20:26:40.425280] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-29T20:26:40.426092] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-29T20:26:40.426147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:40.426180] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:40.426209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:40.426268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:40.486586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:40.487285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:40.487367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:40.487399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:40.607763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:40.607913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:40.607952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:40.607981] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:40.611426] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=20.29%)
[2025-12-29T20:26:40.611725] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-29T20:26:40.611855] [INFO ] [sig       ] MCY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:40.754594] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MCY.txt
[2025-12-29T20:26:40.754729] [INFO ] [sig       ] [2004/3546] Completed MCY in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:40.754768] [INFO ] [sig       ] [2005/3546] Forecasting MD...
[2025-12-29T20:26:40.754796] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-29T20:26:40.754824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-29T20:26:40.766447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-29T20:26:40.766816] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-29T20:26:40.767622] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-29T20:26:40.767673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:40.767717] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:40.767745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:40.767802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:40.828861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:40.829730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:40.829858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:40.829895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:40.952698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:40.952864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:40.952908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:40.952938] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:40.956420] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-12-29T20:26:40.956721] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-29T20:26:40.956854] [INFO ] [sig       ] MD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:41.097999] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MD.txt
[2025-12-29T20:26:41.098142] [INFO ] [sig       ] [2005/3546] Completed MD in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:41.098182] [INFO ] [sig       ] [2006/3546] Forecasting MDAI...
[2025-12-29T20:26:41.098211] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-29T20:26:41.098249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-29T20:26:41.110090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-29T20:26:41.110395] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-29T20:26:41.111418] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-29T20:26:41.111482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:41.111516] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:41.111543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:41.111628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:41.169094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:41.169811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:41.169892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:41.169926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:41.292000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:41.292160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:41.292200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:41.292230] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:41.296037] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-29T20:26:41.296315] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-29T20:26:41.296443] [INFO ] [sig       ] MDAI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:41.441000] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MDAI.txt
[2025-12-29T20:26:41.441143] [INFO ] [sig       ] [2006/3546] Completed MDAI in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:41.441184] [INFO ] [sig       ] [2007/3546] Forecasting MDB...
[2025-12-29T20:26:41.441213] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-29T20:26:41.441242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-29T20:26:41.453785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-29T20:26:41.454245] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-29T20:26:41.455140] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-29T20:26:41.455197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:41.455228] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:41.455254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:41.455313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:41.513425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:41.514348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:41.514443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:41.514474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:41.640950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:41.641112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:41.641324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:41.641352] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:41.644765] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-29T20:26:41.645072] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-29T20:26:41.645210] [INFO ] [sig       ] MDB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:41.788848] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MDB.txt
[2025-12-29T20:26:41.789021] [INFO ] [sig       ] [2007/3546] Completed MDB in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:41.789063] [INFO ] [sig       ] [2008/3546] Forecasting MDGL...
[2025-12-29T20:26:41.789092] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-29T20:26:41.789121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-29T20:26:41.800207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-29T20:26:41.800612] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-29T20:26:41.801413] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-29T20:26:41.801466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:41.801497] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:41.801522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:41.801607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:41.859371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:41.860234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:41.860322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:41.860354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:41.975627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:41.975786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:41.975824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:41.975853] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:41.979317] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-29T20:26:41.979679] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-29T20:26:41.979820] [INFO ] [sig       ] MDGL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:42.122305] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MDGL.txt
[2025-12-29T20:26:42.122508] [INFO ] [sig       ] [2008/3546] Completed MDGL in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:42.122550] [INFO ] [sig       ] [2009/3546] Forecasting MDLZ...
[2025-12-29T20:26:42.122605] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-29T20:26:42.122639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-29T20:26:42.133755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-29T20:26:42.134129] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-29T20:26:42.134940] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-29T20:26:42.134993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:42.135025] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:42.135052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:42.135110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:42.194260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:42.195132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:42.195219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:42.195253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:42.318046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:42.318210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:42.318249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:42.318278] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:42.321857] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-29T20:26:42.322172] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-29T20:26:42.322306] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:42.467009] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MDLZ.txt
[2025-12-29T20:26:42.467174] [INFO ] [sig       ] [2009/3546] Completed MDLZ in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:42.467216] [INFO ] [sig       ] [2010/3546] Forecasting MDWD...
[2025-12-29T20:26:42.467244] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-29T20:26:42.467274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-29T20:26:42.479475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-29T20:26:42.479944] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-29T20:26:42.480824] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-29T20:26:42.480881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:42.480913] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:42.480940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:42.481016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:42.538658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:42.539539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:42.539650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:42.539686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:42.662220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:42.662376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:42.662416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:42.662444] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:42.665869] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-29T20:26:42.666163] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-29T20:26:42.666294] [INFO ] [sig       ] MDWD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:42.818683] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MDWD.txt
[2025-12-29T20:26:42.818909] [INFO ] [sig       ] [2010/3546] Completed MDWD in 0.4s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:42.818968] [INFO ] [sig       ] [2011/3546] Forecasting MDXG...
[2025-12-29T20:26:42.819007] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-29T20:26:42.819046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-29T20:26:42.833952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-29T20:26:42.834428] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-29T20:26:42.835560] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-29T20:26:42.835649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:42.835695] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:42.835732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:42.835816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:42.907967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:42.908936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:42.909053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:42.909087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:43.028666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:43.028891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:43.028933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:43.028962] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:43.032525] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-29T20:26:43.032906] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-29T20:26:43.033053] [INFO ] [sig       ] MDXG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:43.177511] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MDXG.txt
[2025-12-29T20:26:43.177691] [INFO ] [sig       ] [2011/3546] Completed MDXG in 0.4s | 2.88 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-29T20:26:43.177732] [INFO ] [sig       ] [2012/3546] Forecasting MDXH...
[2025-12-29T20:26:43.177762] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-29T20:26:43.177792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-29T20:26:43.189223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-29T20:26:43.189627] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-29T20:26:43.190418] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-29T20:26:43.190469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:43.190526] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:43.190554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:43.190629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:43.247218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:43.248181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:43.248270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:43.248302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:43.373833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:43.374011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:43.374061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:43.374109] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:43.378428] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: DOWN (p=45.31%)
[2025-12-29T20:26:43.378833] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-29T20:26:43.378997] [INFO ] [sig       ] MDXH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:43.543083] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MDXH.txt
[2025-12-29T20:26:43.543260] [INFO ] [sig       ] [2012/3546] Completed MDXH in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-29T20:26:43.543304] [INFO ] [sig       ] [2013/3546] Forecasting MEC...
[2025-12-29T20:26:43.543333] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-29T20:26:43.543362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-29T20:26:43.556084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-29T20:26:43.556489] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-29T20:26:43.557555] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-29T20:26:43.557623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:43.557656] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:43.557681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:43.557739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:43.615514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:43.616469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:43.616561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:43.616614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:43.740039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:43.740202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:43.740245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:43.740275] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:43.744221] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=71.30%)
[2025-12-29T20:26:43.744558] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-29T20:26:43.744727] [INFO ] [sig       ] MEC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:43.896761] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MEC.txt
[2025-12-29T20:26:43.896957] [INFO ] [sig       ] [2013/3546] Completed MEC in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-29T20:26:43.897006] [INFO ] [sig       ] [2014/3546] Forecasting MED...
[2025-12-29T20:26:43.897037] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-29T20:26:43.897068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-29T20:26:43.909527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-29T20:26:43.909877] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-29T20:26:43.910741] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-29T20:26:43.910796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:43.910830] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:43.910858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:43.910917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:43.970691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:43.971492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:43.971625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:43.971679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:44.095179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:44.095332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:44.095372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:44.095401] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:44.098860] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=29.58%)
[2025-12-29T20:26:44.099139] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-29T20:26:44.099267] [INFO ] [sig       ] MED: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:44.241677] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MED.txt
[2025-12-29T20:26:44.241826] [INFO ] [sig       ] [2014/3546] Completed MED in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-29T20:26:44.241866] [INFO ] [sig       ] [2015/3546] Forecasting MEDP...
[2025-12-29T20:26:44.241895] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-29T20:26:44.241925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-29T20:26:44.254127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-29T20:26:44.254428] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-29T20:26:44.255220] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-29T20:26:44.255272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:44.255303] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:44.255329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:44.255386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:44.313400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:44.314224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:44.314308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:44.314341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:44.436037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:44.436188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:44.436227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:44.436309] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:44.439663] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-29T20:26:44.439933] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-29T20:26:44.440061] [INFO ] [sig       ] MEDP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:44.583268] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MEDP.txt
[2025-12-29T20:26:44.583418] [INFO ] [sig       ] [2015/3546] Completed MEDP in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-29T20:26:44.583481] [INFO ] [sig       ] [2016/3546] Forecasting MEG...
[2025-12-29T20:26:44.583512] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-29T20:26:44.583542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-29T20:26:44.595014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-29T20:26:44.595339] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-29T20:26:44.596133] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-29T20:26:44.596186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:44.596218] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:44.596255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:44.596313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:44.657463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:44.658600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:44.658693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:44.658728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:44.783236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:44.783394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:44.783435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:44.783464] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:44.787071] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=25.19%)
[2025-12-29T20:26:44.787381] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-29T20:26:44.787538] [INFO ] [sig       ] MEG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:44.929324] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MEG.txt
[2025-12-29T20:26:44.929479] [INFO ] [sig       ] [2016/3546] Completed MEG in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-29T20:26:44.929528] [INFO ] [sig       ] [2017/3546] Forecasting MEGI...
[2025-12-29T20:26:44.929562] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-29T20:26:44.929610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-29T20:26:44.941408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-29T20:26:44.941764] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-29T20:26:44.942546] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-29T20:26:44.942615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:44.942647] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:44.942674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:44.942731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:44.999840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:45.000628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:45.000709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:45.000742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:45.122401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:45.122547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:45.122603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:45.122634] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:45.125939] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-12-29T20:26:45.126220] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-29T20:26:45.126345] [INFO ] [sig       ] MEGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:45.265930] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MEGI.txt
[2025-12-29T20:26:45.266064] [INFO ] [sig       ] [2017/3546] Completed MEGI in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-29T20:26:45.266103] [INFO ] [sig       ] [2018/3546] Forecasting MEI...
[2025-12-29T20:26:45.266131] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-29T20:26:45.266161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-29T20:26:45.278162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-29T20:26:45.278523] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-29T20:26:45.279378] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-29T20:26:45.279432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:45.279463] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:45.279489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:45.279547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:45.338463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:45.339438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:45.339525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:45.339558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:45.461594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:45.461748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:45.461788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:45.461818] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:45.465204] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-29T20:26:45.465478] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-29T20:26:45.465625] [INFO ] [sig       ] MEI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:45.607899] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MEI.txt
[2025-12-29T20:26:45.608058] [INFO ] [sig       ] [2018/3546] Completed MEI in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-29T20:26:45.608099] [INFO ] [sig       ] [2019/3546] Forecasting MELI...
[2025-12-29T20:26:45.608128] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-29T20:26:45.608157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-29T20:26:45.619466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-29T20:26:45.619762] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-29T20:26:45.620542] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-29T20:26:45.620612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:45.620646] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:45.620674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:45.620734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:45.678747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:45.679400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:45.679480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:45.679513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:45.796449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:45.796583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:45.796623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:45.796651] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:45.799850] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-29T20:26:45.800111] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-29T20:26:45.800235] [INFO ] [sig       ] MELI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:45.938168] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MELI.txt
[2025-12-29T20:26:45.938292] [INFO ] [sig       ] [2019/3546] Completed MELI in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:45.938333] [INFO ] [sig       ] [2020/3546] Forecasting MEOH...
[2025-12-29T20:26:45.938361] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-29T20:26:45.938397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-29T20:26:45.949330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-29T20:26:45.949616] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-29T20:26:45.950377] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-29T20:26:45.950430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:45.950461] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:45.950487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:45.950546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:46.007798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:46.008477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:46.008557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:46.008607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:46.128168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:46.128309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:46.128347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:46.128375] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:46.131711] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-29T20:26:46.131977] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-29T20:26:46.132100] [INFO ] [sig       ] MEOH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:46.271999] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MEOH.txt
[2025-12-29T20:26:46.272131] [INFO ] [sig       ] [2020/3546] Completed MEOH in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:46.272169] [INFO ] [sig       ] [2021/3546] Forecasting MERC...
[2025-12-29T20:26:46.272197] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-29T20:26:46.272226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-29T20:26:46.284914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-29T20:26:46.285309] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-29T20:26:46.286160] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-29T20:26:46.286215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:46.286247] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:46.286273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:46.286360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:46.343058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:46.344040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:46.344127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:46.344160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:46.472019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:46.472176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:46.472216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:46.472246] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:46.475953] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-29T20:26:46.476247] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-29T20:26:46.476381] [INFO ] [sig       ] MERC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:46.642749] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MERC.txt
[2025-12-29T20:26:46.642960] [INFO ] [sig       ] [2021/3546] Completed MERC in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:46.643025] [INFO ] [sig       ] [2022/3546] Forecasting META...
[2025-12-29T20:26:46.643068] [INFO ] [sig       ] Generating forecast for: META
[2025-12-29T20:26:46.643111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-29T20:26:46.655462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-29T20:26:46.655801] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-29T20:26:46.656603] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-29T20:26:46.656655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:46.656686] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:46.656713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:46.656770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:46.715546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:46.716186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:46.716303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:46.716344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:46.843857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:46.843990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:46.844028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:46.844058] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:46.847506] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-29T20:26:46.847809] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-29T20:26:46.847939] [INFO ] [sig       ] META: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:46.990795] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/META.txt
[2025-12-29T20:26:46.990947] [INFO ] [sig       ] [2022/3546] Completed META in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:46.990992] [INFO ] [sig       ] [2023/3546] Forecasting METC...
[2025-12-29T20:26:46.991023] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-29T20:26:46.991053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-29T20:26:47.005954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-29T20:26:47.006450] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-29T20:26:47.007476] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-29T20:26:47.007537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:47.007601] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:47.007637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:47.007710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:47.073903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:47.074865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:47.074953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:47.074987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:47.193240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:47.193408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:47.193449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:47.193479] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:47.197333] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-29T20:26:47.197644] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-29T20:26:47.197783] [INFO ] [sig       ] METC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:47.344944] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/METC.txt
[2025-12-29T20:26:47.345113] [INFO ] [sig       ] [2023/3546] Completed METC in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:47.345156] [INFO ] [sig       ] [2024/3546] Forecasting METCB...
[2025-12-29T20:26:47.345185] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-29T20:26:47.345215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-29T20:26:47.357656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-29T20:26:47.358069] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-29T20:26:47.359014] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-29T20:26:47.359072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:47.359106] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:47.359134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:47.359194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:47.421978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:47.422883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:47.422970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:47.423005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:47.551937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:47.552133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:47.552179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:47.552209] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:47.555826] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=64.53%)
[2025-12-29T20:26:47.556154] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-29T20:26:47.556294] [INFO ] [sig       ] METCB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:47.704034] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/METCB.txt
[2025-12-29T20:26:47.704176] [INFO ] [sig       ] [2024/3546] Completed METCB in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:47.704217] [INFO ] [sig       ] [2025/3546] Forecasting METD...
[2025-12-29T20:26:47.704434] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-29T20:26:47.704463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-29T20:26:47.716358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-29T20:26:47.716654] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-29T20:26:47.717420] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-29T20:26:47.717472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:47.717503] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:47.717530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:47.717604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:47.777902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:47.778742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:47.778841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:47.778877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:47.909018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:47.909172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:47.909211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:47.909241] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:47.912560] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-29T20:26:47.912847] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-29T20:26:47.912970] [INFO ] [sig       ] METD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:48.057316] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/METD.txt
[2025-12-29T20:26:48.057475] [INFO ] [sig       ] [2025/3546] Completed METD in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:48.057518] [INFO ] [sig       ] [2026/3546] Forecasting MFA...
[2025-12-29T20:26:48.057546] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-29T20:26:48.057598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-29T20:26:48.070262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-29T20:26:48.070851] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-29T20:26:48.071935] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-29T20:26:48.071998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:48.072040] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:48.072073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:48.072171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:48.133713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:48.134630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:48.134717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:48.134751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:48.263141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:48.263294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:48.263334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:48.263364] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:48.266941] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-12-29T20:26:48.267249] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-29T20:26:48.267379] [INFO ] [sig       ] MFA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:48.411103] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MFA.txt
[2025-12-29T20:26:48.411237] [INFO ] [sig       ] [2026/3546] Completed MFA in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:48.411276] [INFO ] [sig       ] [2027/3546] Forecasting MFC...
[2025-12-29T20:26:48.411306] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-29T20:26:48.411335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-29T20:26:48.422870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-29T20:26:48.423181] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-29T20:26:48.423988] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-29T20:26:48.424041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:48.424072] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:48.424100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:48.424181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:48.484352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:48.485022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:48.485104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:48.485138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:48.610048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:48.610198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:48.610237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:48.610265] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:48.613616] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-12-29T20:26:48.613900] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-29T20:26:48.614025] [INFO ] [sig       ] MFC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:48.757881] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MFC.txt
[2025-12-29T20:26:48.758022] [INFO ] [sig       ] [2027/3546] Completed MFC in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:48.758064] [INFO ] [sig       ] [2028/3546] Forecasting MFG...
[2025-12-29T20:26:48.758095] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-29T20:26:48.758126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-29T20:26:48.769935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-29T20:26:48.770241] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-29T20:26:48.771035] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-29T20:26:48.771088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:48.771119] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:48.771145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:48.771203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:48.829283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:48.830049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:48.830137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:48.830174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:48.961123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:48.961299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:48.961348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:48.961380] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:48.965308] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-29T20:26:48.965662] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-29T20:26:48.965818] [INFO ] [sig       ] MFG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:49.111073] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MFG.txt
[2025-12-29T20:26:49.111206] [INFO ] [sig       ] [2028/3546] Completed MFG in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-29T20:26:49.111245] [INFO ] [sig       ] [2029/3546] Forecasting MFI...
[2025-12-29T20:26:49.111273] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-29T20:26:49.111303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-29T20:26:49.122512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-29T20:26:49.122831] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-29T20:26:49.123615] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-29T20:26:49.123703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:49.123736] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:49.123763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:49.123821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:49.182659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:49.183510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:49.183611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:49.183647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:49.302590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:49.302749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:49.302788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:49.302816] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:49.306131] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-29T20:26:49.306398] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-29T20:26:49.306519] [INFO ] [sig       ] MFI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:49.447757] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MFI.txt
[2025-12-29T20:26:49.447911] [INFO ] [sig       ] [2029/3546] Completed MFI in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-29T20:26:49.447951] [INFO ] [sig       ] [2030/3546] Forecasting MFIC...
[2025-12-29T20:26:49.447979] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-29T20:26:49.448007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-29T20:26:49.460232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-29T20:26:49.460619] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-29T20:26:49.461449] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-29T20:26:49.461500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:49.461530] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:49.461556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:49.461641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:49.521408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:49.522272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:49.522360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:49.522391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:49.644865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:49.645020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:49.645065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:49.645093] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:49.648550] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-29T20:26:49.648878] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-29T20:26:49.649008] [INFO ] [sig       ] MFIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:49.792894] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MFIC.txt
[2025-12-29T20:26:49.793032] [INFO ] [sig       ] [2030/3546] Completed MFIC in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-29T20:26:49.793073] [INFO ] [sig       ] [2031/3546] Forecasting MFIN...
[2025-12-29T20:26:49.793102] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-29T20:26:49.793134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-29T20:26:49.804064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-29T20:26:49.804382] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-29T20:26:49.805201] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-29T20:26:49.805255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:49.805287] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:49.805314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:49.805371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:49.863849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:49.864633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:49.864715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:49.864746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:49.981858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:49.982005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:49.982043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:49.982071] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:49.985494] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-29T20:26:49.985780] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-29T20:26:49.985906] [INFO ] [sig       ] MFIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:50.125365] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MFIN.txt
[2025-12-29T20:26:50.125502] [INFO ] [sig       ] [2031/3546] Completed MFIN in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-29T20:26:50.125542] [INFO ] [sig       ] [2032/3546] Forecasting MFM...
[2025-12-29T20:26:50.125588] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-29T20:26:50.125621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-29T20:26:50.136142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-29T20:26:50.136651] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-29T20:26:50.137437] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-29T20:26:50.137489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:50.137520] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:50.137546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:50.137629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:50.195203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:50.196020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:50.196103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:50.196137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:50.317408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:50.317615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:50.317726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:50.317772] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:50.321714] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-29T20:26:50.322040] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-29T20:26:50.322182] [INFO ] [sig       ] MFM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:50.466791] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MFM.txt
[2025-12-29T20:26:50.466958] [INFO ] [sig       ] [2032/3546] Completed MFM in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-29T20:26:50.467004] [INFO ] [sig       ] [2033/3546] Forecasting MG...
[2025-12-29T20:26:50.467035] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-29T20:26:50.467065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-29T20:26:50.478365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-29T20:26:50.478732] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-29T20:26:50.479547] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-29T20:26:50.479618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:50.479650] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:50.479675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:50.479744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:50.537357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:50.538244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:50.538330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:50.538364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:50.659510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:50.659682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:50.659724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:50.659753] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:50.663207] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2025-12-29T20:26:50.663499] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-29T20:26:50.663640] [INFO ] [sig       ] MG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:50.803630] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MG.txt
[2025-12-29T20:26:50.803770] [INFO ] [sig       ] [2033/3546] Completed MG in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-29T20:26:50.803809] [INFO ] [sig       ] [2034/3546] Forecasting MGA...
[2025-12-29T20:26:50.803838] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-29T20:26:50.803867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-29T20:26:50.814949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-29T20:26:50.815248] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-29T20:26:50.816101] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-29T20:26:50.816160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:50.816198] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:50.816233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:50.816307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:50.875437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:50.876187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:50.876284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:50.876325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:51.002336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:51.002480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:51.002519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:51.002547] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:51.006022] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-12-29T20:26:51.006305] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-29T20:26:51.006428] [INFO ] [sig       ] MGA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:51.147403] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MGA.txt
[2025-12-29T20:26:51.147537] [INFO ] [sig       ] [2034/3546] Completed MGA in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-29T20:26:51.147593] [INFO ] [sig       ] [2035/3546] Forecasting MGEE...
[2025-12-29T20:26:51.147625] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-29T20:26:51.147659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-29T20:26:51.158565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-29T20:26:51.158941] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-29T20:26:51.159801] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-29T20:26:51.159853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:51.159884] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:51.159912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:51.159969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:51.217690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:51.218496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:51.218594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:51.218630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:51.338985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:51.339138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:51.339181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:51.339215] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:51.342609] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-12-29T20:26:51.342873] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-29T20:26:51.342995] [INFO ] [sig       ] MGEE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:51.486628] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MGEE.txt
[2025-12-29T20:26:51.486786] [INFO ] [sig       ] [2035/3546] Completed MGEE in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-29T20:26:51.486826] [INFO ] [sig       ] [2036/3546] Forecasting MGIC...
[2025-12-29T20:26:51.486857] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-29T20:26:51.486922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-29T20:26:51.498330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-29T20:26:51.498713] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-29T20:26:51.499530] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-29T20:26:51.499601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:51.499634] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:51.499661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:51.499723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:51.556977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:51.557827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:51.557909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:51.557941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:51.681914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:51.682059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:51.682114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:51.682143] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:51.685467] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-12-29T20:26:51.685750] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-29T20:26:51.685872] [INFO ] [sig       ] MGIC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:51.829387] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MGIC.txt
[2025-12-29T20:26:51.829517] [INFO ] [sig       ] [2036/3546] Completed MGIC in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:51.829556] [INFO ] [sig       ] [2037/3546] Forecasting MGM...
[2025-12-29T20:26:51.829603] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-29T20:26:51.829634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-29T20:26:51.847362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-29T20:26:51.847656] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-29T20:26:51.848441] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-29T20:26:51.848493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:51.848524] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:51.848550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:51.848632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:51.906430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:51.907155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:51.907239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:51.907273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:52.027823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:52.027962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:52.028000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:52.028029] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:52.031403] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=43.09%)
[2025-12-29T20:26:52.031694] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-29T20:26:52.031819] [INFO ] [sig       ] MGM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:52.176190] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MGM.txt
[2025-12-29T20:26:52.176336] [INFO ] [sig       ] [2037/3546] Completed MGM in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:52.176381] [INFO ] [sig       ] [2038/3546] Forecasting MGNI...
[2025-12-29T20:26:52.176414] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-29T20:26:52.176443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-29T20:26:52.188217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-29T20:26:52.188528] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-29T20:26:52.189398] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-29T20:26:52.189452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:52.189483] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:52.189509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:52.189771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:52.249337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:52.250207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:52.250301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:52.250340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:52.375949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:52.376099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:52.376138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:52.376166] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:52.379560] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-12-29T20:26:52.379846] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-29T20:26:52.379970] [INFO ] [sig       ] MGNI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:52.522257] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MGNI.txt
[2025-12-29T20:26:52.522472] [INFO ] [sig       ] [2038/3546] Completed MGNI in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:52.522518] [INFO ] [sig       ] [2039/3546] Forecasting MGNX...
[2025-12-29T20:26:52.522549] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-29T20:26:52.522599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-29T20:26:52.535865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-29T20:26:52.536256] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-29T20:26:52.537140] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-29T20:26:52.537206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:52.537250] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:52.537285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:52.537362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:52.604032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:52.604921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:52.605006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:52.605039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:52.724383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:52.724535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:52.724593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:52.724624] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:52.727978] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-29T20:26:52.728249] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-29T20:26:52.728371] [INFO ] [sig       ] MGNX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:52.872058] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MGNX.txt
[2025-12-29T20:26:52.872188] [INFO ] [sig       ] [2039/3546] Completed MGNX in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:52.872227] [INFO ] [sig       ] [2040/3546] Forecasting MGPI...
[2025-12-29T20:26:52.872257] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-29T20:26:52.872285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-29T20:26:52.883653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-29T20:26:52.883920] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-29T20:26:52.884801] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-29T20:26:52.884855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:52.884899] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:52.884929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:52.884995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:52.944111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:52.944814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:52.944896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:52.944930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:53.066444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:53.066604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:53.066645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:53.066675] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:53.070151] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-29T20:26:53.070471] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-29T20:26:53.070614] [INFO ] [sig       ] MGPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:53.212040] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MGPI.txt
[2025-12-29T20:26:53.212167] [INFO ] [sig       ] [2040/3546] Completed MGPI in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:53.212207] [INFO ] [sig       ] [2041/3546] Forecasting MGRC...
[2025-12-29T20:26:53.212236] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-29T20:26:53.212267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-29T20:26:53.224178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-29T20:26:53.224568] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-29T20:26:53.225689] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-29T20:26:53.225761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:53.225811] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:53.225853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:53.225935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:53.285683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:53.286449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:53.286529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:53.286563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:53.404148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:53.404283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:53.404323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:53.404352] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:53.408056] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2025-12-29T20:26:53.408331] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-29T20:26:53.408456] [INFO ] [sig       ] MGRC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:53.554871] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MGRC.txt
[2025-12-29T20:26:53.554997] [INFO ] [sig       ] [2041/3546] Completed MGRC in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:53.555038] [INFO ] [sig       ] [2042/3546] Forecasting MGTX...
[2025-12-29T20:26:53.555068] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-29T20:26:53.555098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-29T20:26:53.566046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-29T20:26:53.566330] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-29T20:26:53.567127] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-29T20:26:53.567180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:53.567211] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:53.567238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:53.567295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:53.625062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:53.625723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:53.625800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:53.625831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:53.742503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:53.742641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:53.742678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:53.742707] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:53.745963] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-29T20:26:53.746227] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-29T20:26:53.746397] [INFO ] [sig       ] MGTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:53.888266] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MGTX.txt
[2025-12-29T20:26:53.888391] [INFO ] [sig       ] [2042/3546] Completed MGTX in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:53.888429] [INFO ] [sig       ] [2043/3546] Forecasting MGX...
[2025-12-29T20:26:53.888459] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-29T20:26:53.888488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-29T20:26:53.899784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-29T20:26:53.900078] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-29T20:26:53.900911] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-29T20:26:53.900964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:53.900996] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:53.901023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:53.901080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:53.958811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:53.959430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:53.959509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:53.959541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:54.078277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:54.078401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:54.078440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:54.078468] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:54.081776] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-29T20:26:54.082040] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-29T20:26:54.082165] [INFO ] [sig       ] MGX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:54.222054] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MGX.txt
[2025-12-29T20:26:54.222175] [INFO ] [sig       ] [2043/3546] Completed MGX in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:54.222217] [INFO ] [sig       ] [2044/3546] Forecasting MGY...
[2025-12-29T20:26:54.222260] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-29T20:26:54.222297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-29T20:26:54.234354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-29T20:26:54.234857] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-29T20:26:54.235723] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-29T20:26:54.235776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:54.235808] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:54.235834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:54.235891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:54.293150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:54.293853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:54.293941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:54.293973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:54.412674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:54.412822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:54.412860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:54.412888] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:54.416206] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-12-29T20:26:54.416475] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-29T20:26:54.416616] [INFO ] [sig       ] MGY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:54.558400] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MGY.txt
[2025-12-29T20:26:54.558528] [INFO ] [sig       ] [2044/3546] Completed MGY in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:54.558568] [INFO ] [sig       ] [2045/3546] Forecasting MHD...
[2025-12-29T20:26:54.558615] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-29T20:26:54.558643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-29T20:26:54.570106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-29T20:26:54.570405] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-29T20:26:54.571251] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-29T20:26:54.571304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:54.571336] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:54.571362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:54.571420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:54.628866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:54.629475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:54.629554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:54.629603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:54.741709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:54.741829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:54.741866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:54.741894] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:54.745117] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=28.67%)
[2025-12-29T20:26:54.745387] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-29T20:26:54.745510] [INFO ] [sig       ] MHD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:54.885281] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MHD.txt
[2025-12-29T20:26:54.885457] [INFO ] [sig       ] [2045/3546] Completed MHD in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:54.885497] [INFO ] [sig       ] [2046/3546] Forecasting MHF...
[2025-12-29T20:26:54.885526] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-29T20:26:54.885557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-29T20:26:54.897473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-29T20:26:54.897850] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-29T20:26:54.898957] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-29T20:26:54.899024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:54.899070] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:54.899111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:54.899198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:54.959343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:54.960212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:54.960298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:54.960332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:55.082342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:55.082494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:55.082534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:55.082562] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:55.086359] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=41.23%)
[2025-12-29T20:26:55.086660] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-29T20:26:55.086797] [INFO ] [sig       ] MHF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:55.230300] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MHF.txt
[2025-12-29T20:26:55.230458] [INFO ] [sig       ] [2046/3546] Completed MHF in 0.3s | 2.88 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-29T20:26:55.230497] [INFO ] [sig       ] [2047/3546] Forecasting MHK...
[2025-12-29T20:26:55.230528] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-29T20:26:55.230557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-29T20:26:55.242904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-29T20:26:55.243270] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-29T20:26:55.244138] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-29T20:26:55.244192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:55.244224] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:55.244251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:55.244309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:55.304759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:55.305605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:55.305690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:55.305721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:55.425176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:55.425330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:55.425370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:55.425413] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:55.429276] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-29T20:26:55.429553] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-29T20:26:55.429697] [INFO ] [sig       ] MHK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:55.574311] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MHK.txt
[2025-12-29T20:26:55.574436] [INFO ] [sig       ] [2047/3546] Completed MHK in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-29T20:26:55.574475] [INFO ] [sig       ] [2048/3546] Forecasting MHN...
[2025-12-29T20:26:55.574504] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-29T20:26:55.574532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-29T20:26:55.585869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-29T20:26:55.586208] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-29T20:26:55.587062] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-29T20:26:55.587116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:55.587148] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:55.587174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:55.587232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:55.645252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:55.645880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:55.645956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:55.645989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:55.760411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:55.760560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:55.760619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:55.760649] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:55.764046] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-12-29T20:26:55.764315] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-29T20:26:55.764442] [INFO ] [sig       ] MHN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:55.905358] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MHN.txt
[2025-12-29T20:26:55.905494] [INFO ] [sig       ] [2048/3546] Completed MHN in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-29T20:26:55.905535] [INFO ] [sig       ] [2049/3546] Forecasting MHO...
[2025-12-29T20:26:55.905563] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-29T20:26:55.905612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-29T20:26:55.917206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-29T20:26:55.917544] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-29T20:26:55.918355] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-29T20:26:55.918410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:55.918441] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:55.918467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:55.918526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:55.976142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:55.976774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:55.976853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:55.976897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:56.099015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:56.099189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:56.099229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:56.099258] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:56.102741] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-29T20:26:56.103032] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-29T20:26:56.103161] [INFO ] [sig       ] MHO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:56.248076] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MHO.txt
[2025-12-29T20:26:56.248195] [INFO ] [sig       ] [2049/3546] Completed MHO in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-29T20:26:56.248234] [INFO ] [sig       ] [2050/3546] Forecasting MIDD...
[2025-12-29T20:26:56.248263] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-29T20:26:56.248293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-29T20:26:56.263444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-29T20:26:56.263808] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-29T20:26:56.264659] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-29T20:26:56.264711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:56.264742] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:56.264767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:56.264833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:56.324560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:56.325358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:56.325445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:56.325486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:56.445772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:56.445918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:56.445958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:56.445986] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:56.449639] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-29T20:26:56.449949] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-29T20:26:56.450088] [INFO ] [sig       ] MIDD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:56.594124] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MIDD.txt
[2025-12-29T20:26:56.594258] [INFO ] [sig       ] [2050/3546] Completed MIDD in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-29T20:26:56.594298] [INFO ] [sig       ] [2051/3546] Forecasting MIGI...
[2025-12-29T20:26:56.594328] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-29T20:26:56.594358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-29T20:26:56.606334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-29T20:26:56.606653] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-29T20:26:56.607500] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-29T20:26:56.607553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:56.607606] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:56.607634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:56.607703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:56.667300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:56.667956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:56.668036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:56.668069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:56.786691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:56.786837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:56.786880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:56.786913] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:56.790365] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: DOWN (p=27.92%)
[2025-12-29T20:26:56.790668] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-29T20:26:56.790805] [INFO ] [sig       ] MIGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:56.938291] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MIGI.txt
[2025-12-29T20:26:56.938439] [INFO ] [sig       ] [2051/3546] Completed MIGI in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-29T20:26:56.938481] [INFO ] [sig       ] [2052/3546] Forecasting MILN...
[2025-12-29T20:26:56.938511] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-29T20:26:56.938541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-29T20:26:56.949737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-29T20:26:56.950001] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-29T20:26:56.950809] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-29T20:26:56.950861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:56.950892] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:56.950918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:56.950975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:57.010829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:57.011497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:57.011598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:57.011634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:57.118117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:57.118253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:57.118291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:57.118319] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:57.121837] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-29T20:26:57.122120] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-29T20:26:57.122246] [INFO ] [sig       ] MILN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:57.266557] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MILN.txt
[2025-12-29T20:26:57.266698] [INFO ] [sig       ] [2052/3546] Completed MILN in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-29T20:26:57.266760] [INFO ] [sig       ] [2053/3546] Forecasting MIND...
[2025-12-29T20:26:57.266790] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-29T20:26:57.266819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-29T20:26:57.277842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-29T20:26:57.278150] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-29T20:26:57.279002] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-29T20:26:57.279056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:57.279089] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:57.279116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:57.279176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:57.337097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:57.337772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:57.337855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:57.337887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:57.458711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:57.458881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:57.458921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:57.458948] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:57.462319] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-29T20:26:57.462634] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-29T20:26:57.462759] [INFO ] [sig       ] MIND: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:57.602913] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MIND.txt
[2025-12-29T20:26:57.603043] [INFO ] [sig       ] [2053/3546] Completed MIND in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:26:57.603081] [INFO ] [sig       ] [2054/3546] Forecasting MIRA...
[2025-12-29T20:26:57.603110] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-29T20:26:57.603139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-29T20:26:57.614316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-29T20:26:57.614615] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-29T20:26:57.615410] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-29T20:26:57.615465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:57.615498] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:57.615525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:57.615600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:57.673164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:57.673794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:57.673870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:57.673902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:57.798304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:57.798473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:57.798516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:57.798545] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:57.801944] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-29T20:26:57.802222] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-29T20:26:57.802346] [INFO ] [sig       ] MIRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:57.940738] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MIRA.txt
[2025-12-29T20:26:57.940876] [INFO ] [sig       ] [2054/3546] Completed MIRA in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:26:57.940917] [INFO ] [sig       ] [2055/3546] Forecasting MIRM...
[2025-12-29T20:26:57.940946] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-29T20:26:57.940982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-29T20:26:57.952518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-29T20:26:57.952794] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-29T20:26:57.953628] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-29T20:26:57.953681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:57.953712] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:57.953740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:57.953798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:58.010185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:58.010800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:58.010875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:58.010906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:58.126057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:58.126184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:58.126221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:58.126248] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:58.129688] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-12-29T20:26:58.129957] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-29T20:26:58.130079] [INFO ] [sig       ] MIRM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:58.270221] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MIRM.txt
[2025-12-29T20:26:58.270364] [INFO ] [sig       ] [2055/3546] Completed MIRM in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:26:58.270404] [INFO ] [sig       ] [2056/3546] Forecasting MITK...
[2025-12-29T20:26:58.270433] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-29T20:26:58.270462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-29T20:26:58.282291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-29T20:26:58.282600] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-29T20:26:58.283547] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-29T20:26:58.283622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:58.283654] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:58.283715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:58.283800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:58.340589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:58.341236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:58.341318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:58.341349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:58.467525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:58.467707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:58.467758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:58.467788] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:58.471257] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-29T20:26:58.471532] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-29T20:26:58.471696] [INFO ] [sig       ] MITK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:26:58.612560] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MITK.txt
[2025-12-29T20:26:58.612704] [INFO ] [sig       ] [2056/3546] Completed MITK in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:26:58.612742] [INFO ] [sig       ] [2057/3546] Forecasting MIY...
[2025-12-29T20:26:58.612772] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-29T20:26:58.612808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-29T20:26:58.624096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-29T20:26:58.624428] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-29T20:26:58.625241] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-29T20:26:58.625293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:58.625323] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:58.625349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:58.625415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:58.683495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:58.684340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:58.684443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:58.684477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:58.804377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:58.804544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:58.804604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:58.804634] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:58.807990] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-29T20:26:58.808254] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-29T20:26:58.808381] [INFO ] [sig       ] MIY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:58.951244] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MIY.txt
[2025-12-29T20:26:58.951402] [INFO ] [sig       ] [2057/3546] Completed MIY in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:26:58.951442] [INFO ] [sig       ] [2058/3546] Forecasting MKC...
[2025-12-29T20:26:58.951471] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-29T20:26:58.951501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-29T20:26:58.963409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-29T20:26:58.963794] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-29T20:26:58.964613] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-29T20:26:58.964668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:58.964698] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:58.964725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:58.964782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:59.021710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:59.022603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:59.022685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:59.022717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:59.140153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:59.140307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:59.140350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:59.140379] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:59.143785] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=65.86%)
[2025-12-29T20:26:59.144066] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-29T20:26:59.144193] [INFO ] [sig       ] MKC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:59.286700] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MKC.txt
[2025-12-29T20:26:59.286832] [INFO ] [sig       ] [2058/3546] Completed MKC in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:26:59.286873] [INFO ] [sig       ] [2059/3546] Forecasting MKL...
[2025-12-29T20:26:59.286903] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-29T20:26:59.286931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-29T20:26:59.298325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-29T20:26:59.298604] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-29T20:26:59.299397] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-29T20:26:59.299450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:59.299481] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:59.299507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:59.299564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:59.356534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:59.357233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:59.357310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:59.357343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:59.470997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:59.471117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:59.471154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:59.471182] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:59.474348] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2025-12-29T20:26:59.474666] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-29T20:26:59.474789] [INFO ] [sig       ] MKL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:59.613687] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MKL.txt
[2025-12-29T20:26:59.613808] [INFO ] [sig       ] [2059/3546] Completed MKL in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:26:59.613846] [INFO ] [sig       ] [2060/3546] Forecasting MKSI...
[2025-12-29T20:26:59.613876] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-29T20:26:59.613905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-29T20:26:59.625228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-29T20:26:59.625492] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-29T20:26:59.626264] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-29T20:26:59.626317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:59.626348] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:59.626374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:59.626435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:26:59.683267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:26:59.683883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:26:59.683960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:26:59.683992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:26:59.805461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:26:59.805640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:26:59.805681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:26:59.805709] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:26:59.809009] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=66.25%)
[2025-12-29T20:26:59.809274] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-29T20:26:59.809399] [INFO ] [sig       ] MKSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:26:59.950286] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MKSI.txt
[2025-12-29T20:26:59.950425] [INFO ] [sig       ] [2060/3546] Completed MKSI in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:26:59.950472] [INFO ] [sig       ] [2061/3546] Forecasting MKTX...
[2025-12-29T20:26:59.950507] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-29T20:26:59.950542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-29T20:26:59.961784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-29T20:26:59.962040] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-29T20:26:59.962824] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-29T20:26:59.962875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:26:59.962906] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:26:59.962932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:26:59.962988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:00.019260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:00.019854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:00.019929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:00.019960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:00.137890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:00.138032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:00.138070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:00.138098] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:00.141539] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=51.81%)
[2025-12-29T20:27:00.141825] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-29T20:27:00.141950] [INFO ] [sig       ] MKTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:00.280816] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MKTX.txt
[2025-12-29T20:27:00.280953] [INFO ] [sig       ] [2061/3546] Completed MKTX in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:27:00.280993] [INFO ] [sig       ] [2062/3546] Forecasting MLAB...
[2025-12-29T20:27:00.281021] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-29T20:27:00.281050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-29T20:27:00.292131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-29T20:27:00.292434] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-29T20:27:00.293245] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-29T20:27:00.293298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:00.293330] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:00.293356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:00.293414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:00.350367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:00.351184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:00.351265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:00.351297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:00.466745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:00.466879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:00.466916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:00.466944] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:00.470264] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-29T20:27:00.470536] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-29T20:27:00.470679] [INFO ] [sig       ] MLAB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:00.609011] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MLAB.txt
[2025-12-29T20:27:00.609125] [INFO ] [sig       ] [2062/3546] Completed MLAB in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:27:00.609164] [INFO ] [sig       ] [2063/3546] Forecasting MLCO...
[2025-12-29T20:27:00.609193] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-29T20:27:00.609222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-29T20:27:00.624919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-29T20:27:00.625218] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-29T20:27:00.626015] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-29T20:27:00.626067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:00.626098] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:00.626125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:00.626182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:00.683439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:00.684055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:00.684132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:00.684165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:00.804372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:00.804531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:00.804587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:00.804618] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:00.807949] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-12-29T20:27:00.808217] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-29T20:27:00.808339] [INFO ] [sig       ] MLCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:00.948175] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MLCO.txt
[2025-12-29T20:27:00.948300] [INFO ] [sig       ] [2063/3546] Completed MLCO in 0.3s | 2.88 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-29T20:27:00.948339] [INFO ] [sig       ] [2064/3546] Forecasting MLGO...
[2025-12-29T20:27:00.948368] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-29T20:27:00.948402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-29T20:27:00.959206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-29T20:27:00.959474] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-29T20:27:00.960248] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-29T20:27:00.960310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:00.960343] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:00.960369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:00.960427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:01.017606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:01.018185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:01.018262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:01.018294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:01.131313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:01.131439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:01.131476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:01.131504] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:01.134831] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=74.03%)
[2025-12-29T20:27:01.135095] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-29T20:27:01.135217] [INFO ] [sig       ] MLGO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:01.280218] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MLGO.txt
[2025-12-29T20:27:01.280375] [INFO ] [sig       ] [2064/3546] Completed MLGO in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-29T20:27:01.280423] [INFO ] [sig       ] [2065/3546] Forecasting MLI...
[2025-12-29T20:27:01.280458] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-29T20:27:01.280493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-29T20:27:01.292206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-29T20:27:01.292498] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-29T20:27:01.293365] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-29T20:27:01.293423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:01.293461] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:01.293494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:01.293565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:01.350313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:01.351165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:01.351250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:01.351283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:01.477197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:01.477357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:01.477396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:01.477427] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:01.480924] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-12-29T20:27:01.481197] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-29T20:27:01.481321] [INFO ] [sig       ] MLI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:01.621270] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MLI.txt
[2025-12-29T20:27:01.621412] [INFO ] [sig       ] [2065/3546] Completed MLI in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-29T20:27:01.621451] [INFO ] [sig       ] [2066/3546] Forecasting MLKN...
[2025-12-29T20:27:01.621480] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-29T20:27:01.621509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-29T20:27:01.634125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-29T20:27:01.634477] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-29T20:27:01.635273] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-29T20:27:01.635325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:01.635356] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:01.635382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:01.635441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:01.691792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:01.692651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:01.692738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:01.692769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:01.815632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:01.815788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:01.815827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:01.815856] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:01.819309] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-29T20:27:01.819649] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-29T20:27:01.819790] [INFO ] [sig       ] MLKN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:01.961959] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MLKN.txt
[2025-12-29T20:27:01.962118] [INFO ] [sig       ] [2066/3546] Completed MLKN in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-29T20:27:01.962164] [INFO ] [sig       ] [2067/3546] Forecasting MLM...
[2025-12-29T20:27:01.962194] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-29T20:27:01.962227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-29T20:27:01.974448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-29T20:27:01.974807] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-29T20:27:01.975620] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-29T20:27:01.975672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:01.975704] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:01.975733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:01.975791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:02.033048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:02.033748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:02.033829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:02.033862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:02.156683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:02.156837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:02.156875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:02.156904] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:02.160535] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=76.24%)
[2025-12-29T20:27:02.160838] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-29T20:27:02.160969] [INFO ] [sig       ] MLM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:02.307022] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MLM.txt
[2025-12-29T20:27:02.307172] [INFO ] [sig       ] [2067/3546] Completed MLM in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-29T20:27:02.307223] [INFO ] [sig       ] [2068/3546] Forecasting MLP...
[2025-12-29T20:27:02.307254] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-29T20:27:02.307284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-29T20:27:02.319254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-29T20:27:02.319709] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-29T20:27:02.320527] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-29T20:27:02.320626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:02.320661] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:02.320688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:02.320751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:02.378756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:02.379650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:02.379733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:02.379766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:02.485668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:02.485820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:02.485859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:02.485887] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:02.489233] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-12-29T20:27:02.489530] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-29T20:27:02.489705] [INFO ] [sig       ] MLP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:02.628991] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MLP.txt
[2025-12-29T20:27:02.629120] [INFO ] [sig       ] [2068/3546] Completed MLP in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-29T20:27:02.629159] [INFO ] [sig       ] [2069/3546] Forecasting MLTX...
[2025-12-29T20:27:02.629187] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-29T20:27:02.629216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-29T20:27:02.640290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-29T20:27:02.640603] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-29T20:27:02.641369] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-29T20:27:02.641420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:02.641451] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:02.641477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:02.641535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:02.697940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:02.698622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:02.698703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:02.698734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:02.815858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:02.816013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:02.816051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:02.816078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:02.819444] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=34.57%)
[2025-12-29T20:27:02.819733] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-29T20:27:02.819876] [INFO ] [sig       ] MLTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:02.972516] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MLTX.txt
[2025-12-29T20:27:02.972696] [INFO ] [sig       ] [2069/3546] Completed MLTX in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-29T20:27:02.972783] [INFO ] [sig       ] [2070/3546] Forecasting MLYS...
[2025-12-29T20:27:02.972819] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-29T20:27:02.972850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-29T20:27:02.984311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-29T20:27:02.984651] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-29T20:27:02.985424] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-29T20:27:02.985487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:02.985525] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:02.985557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:02.985658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:03.044189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:03.045072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:03.045163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:03.045197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:03.159137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:03.159304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:03.159346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:03.159376] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:03.162898] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-29T20:27:03.163178] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-29T20:27:03.163304] [INFO ] [sig       ] MLYS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:03.311643] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MLYS.txt
[2025-12-29T20:27:03.311803] [INFO ] [sig       ] [2070/3546] Completed MLYS in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:03.311845] [INFO ] [sig       ] [2071/3546] Forecasting MMC...
[2025-12-29T20:27:03.311874] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-29T20:27:03.311904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-29T20:27:03.323829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-29T20:27:03.324230] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-29T20:27:03.325097] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-29T20:27:03.325151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:03.325184] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:03.325212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:03.325270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:03.385845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:03.386708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:03.386799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:03.386844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:03.512326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:03.512484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:03.512542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:03.512591] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:03.516072] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-29T20:27:03.516348] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-29T20:27:03.516477] [INFO ] [sig       ] MMC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:03.657384] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MMC.txt
[2025-12-29T20:27:03.657508] [INFO ] [sig       ] [2071/3546] Completed MMC in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:03.657548] [INFO ] [sig       ] [2072/3546] Forecasting MMD...
[2025-12-29T20:27:03.657595] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-29T20:27:03.657627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-29T20:27:03.669606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-29T20:27:03.669884] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-29T20:27:03.670703] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-29T20:27:03.670755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:03.670786] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:03.670813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:03.670875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:03.727757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:03.728431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:03.728512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:03.728546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:03.846929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:03.847078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:03.847116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:03.847144] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:03.850663] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-29T20:27:03.851116] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-29T20:27:03.851239] [INFO ] [sig       ] MMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:03.991047] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MMD.txt
[2025-12-29T20:27:03.991178] [INFO ] [sig       ] [2072/3546] Completed MMD in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:03.991216] [INFO ] [sig       ] [2073/3546] Forecasting MMLP...
[2025-12-29T20:27:03.991245] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-29T20:27:03.991274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-29T20:27:04.002472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-29T20:27:04.002814] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-29T20:27:04.003594] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-29T20:27:04.003646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:04.003677] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:04.003729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:04.003794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:04.059751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:04.060392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:04.060491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:04.060532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:04.182430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:04.182721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:04.182765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:04.182793] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:04.186957] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-29T20:27:04.187322] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-29T20:27:04.187488] [INFO ] [sig       ] MMLP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:04.333695] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MMLP.txt
[2025-12-29T20:27:04.333874] [INFO ] [sig       ] [2073/3546] Completed MMLP in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:04.333914] [INFO ] [sig       ] [2074/3546] Forecasting MMS...
[2025-12-29T20:27:04.333946] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-29T20:27:04.333976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-29T20:27:04.345841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-29T20:27:04.346238] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-29T20:27:04.347130] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-29T20:27:04.347185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:04.347216] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:04.347243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:04.347300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:04.407929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:04.408901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:04.408995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:04.409027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:04.533316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:04.533516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:04.533608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:04.533663] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:04.539202] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-29T20:27:04.539753] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-29T20:27:04.539963] [INFO ] [sig       ] MMS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:04.716056] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MMS.txt
[2025-12-29T20:27:04.716280] [INFO ] [sig       ] [2074/3546] Completed MMS in 0.4s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:04.716347] [INFO ] [sig       ] [2075/3546] Forecasting MMSI...
[2025-12-29T20:27:04.716391] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-29T20:27:04.716438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-29T20:27:04.732768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-29T20:27:04.733280] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-29T20:27:04.734507] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-29T20:27:04.734602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:04.734675] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:04.734726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:04.734822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:04.826243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:04.827494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:04.827646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:04.827703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:04.993714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:04.993919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:04.993987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:04.994037] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:04.999829] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-29T20:27:05.000378] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-29T20:27:05.000620] [INFO ] [sig       ] MMSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:05.205787] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MMSI.txt
[2025-12-29T20:27:05.205965] [INFO ] [sig       ] [2075/3546] Completed MMSI in 0.5s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:05.206009] [INFO ] [sig       ] [2076/3546] Forecasting MNDO...
[2025-12-29T20:27:05.206046] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-29T20:27:05.206088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-29T20:27:05.219948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-29T20:27:05.220385] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-29T20:27:05.221304] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-29T20:27:05.221360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:05.221392] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:05.221419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:05.221477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:05.287790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:05.288752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:05.288912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:05.288951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:05.438569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:05.438814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:05.438877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:05.438923] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:05.444345] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-12-29T20:27:05.444870] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-29T20:27:05.445075] [INFO ] [sig       ] MNDO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:05.605840] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MNDO.txt
[2025-12-29T20:27:05.606010] [INFO ] [sig       ] [2076/3546] Completed MNDO in 0.4s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:05.606051] [INFO ] [sig       ] [2077/3546] Forecasting MNDY...
[2025-12-29T20:27:05.606082] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-29T20:27:05.606110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-29T20:27:05.618600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-29T20:27:05.619110] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-29T20:27:05.620252] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-29T20:27:05.620318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:05.620351] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:05.620379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:05.620438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:05.684759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:05.685706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:05.685795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:05.685829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:05.810156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:05.810318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:05.810360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:05.810388] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:05.813903] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-29T20:27:05.814233] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-29T20:27:05.814376] [INFO ] [sig       ] MNDY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:05.958680] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MNDY.txt
[2025-12-29T20:27:05.958869] [INFO ] [sig       ] [2077/3546] Completed MNDY in 0.4s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:05.958912] [INFO ] [sig       ] [2078/3546] Forecasting MNKD...
[2025-12-29T20:27:05.958941] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-29T20:27:05.958970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-29T20:27:05.970692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-29T20:27:05.971086] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-29T20:27:05.971943] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-29T20:27:05.971997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:05.972029] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:05.972054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:05.972111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:06.032189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:06.033073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:06.033159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:06.033192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:06.161270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:06.161424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:06.161463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:06.161490] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:06.165043] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2025-12-29T20:27:06.165370] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-29T20:27:06.165513] [INFO ] [sig       ] MNKD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:06.311175] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MNKD.txt
[2025-12-29T20:27:06.311331] [INFO ] [sig       ] [2078/3546] Completed MNKD in 0.4s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:06.311370] [INFO ] [sig       ] [2079/3546] Forecasting MNMD...
[2025-12-29T20:27:06.311407] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-29T20:27:06.311437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-29T20:27:06.322988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-29T20:27:06.323289] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-29T20:27:06.324124] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-29T20:27:06.324178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:06.324210] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:06.324237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:06.324295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:06.384320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:06.385180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:06.385261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:06.385296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:06.512562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:06.512738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:06.512780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:06.512810] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:06.516233] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-29T20:27:06.516526] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-29T20:27:06.516684] [INFO ] [sig       ] MNMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:06.662680] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MNMD.txt
[2025-12-29T20:27:06.662807] [INFO ] [sig       ] [2079/3546] Completed MNMD in 0.4s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:06.662847] [INFO ] [sig       ] [2080/3546] Forecasting MNRO...
[2025-12-29T20:27:06.662876] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-29T20:27:06.662905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-29T20:27:06.674827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-29T20:27:06.675114] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-29T20:27:06.676127] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-29T20:27:06.676181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:06.676214] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:06.676241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:06.676301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:06.736297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:06.737136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:06.737217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:06.737250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:06.859022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:06.859161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:06.859200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:06.859229] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:06.862697] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: UP (p=74.55%)
[2025-12-29T20:27:06.862972] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-29T20:27:06.863113] [INFO ] [sig       ] MNRO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:07.006070] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MNRO.txt
[2025-12-29T20:27:07.006201] [INFO ] [sig       ] [2080/3546] Completed MNRO in 0.3s | 2.88 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-29T20:27:07.006241] [INFO ] [sig       ] [2081/3546] Forecasting MNSO...
[2025-12-29T20:27:07.006270] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-29T20:27:07.006299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-29T20:27:07.018392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-29T20:27:07.018684] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-29T20:27:07.019716] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-29T20:27:07.019770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:07.019801] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:07.019827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:07.020069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:07.081285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:07.082377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:07.082478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:07.082516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:07.207417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:07.207609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:07.207673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:07.207703] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:07.211042] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-29T20:27:07.211309] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-29T20:27:07.211431] [INFO ] [sig       ] MNSO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:07.352900] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MNSO.txt
[2025-12-29T20:27:07.353027] [INFO ] [sig       ] [2081/3546] Completed MNSO in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-29T20:27:07.353066] [INFO ] [sig       ] [2082/3546] Forecasting MNTK...
[2025-12-29T20:27:07.353096] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-29T20:27:07.353133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-29T20:27:07.364335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-29T20:27:07.364631] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-29T20:27:07.365425] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-29T20:27:07.365479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:07.365511] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:07.365539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:07.365620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:07.425693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:07.426473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:07.426562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:07.426628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:07.541445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:07.541560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:07.541620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:07.541665] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:07.544931] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-29T20:27:07.545215] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-29T20:27:07.545346] [INFO ] [sig       ] MNTK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:07.686550] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MNTK.txt
[2025-12-29T20:27:07.686688] [INFO ] [sig       ] [2082/3546] Completed MNTK in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-29T20:27:07.686738] [INFO ] [sig       ] [2083/3546] Forecasting MNY...
[2025-12-29T20:27:07.686771] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-29T20:27:07.686802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-29T20:27:07.698316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-29T20:27:07.698642] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-29T20:27:07.699457] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-29T20:27:07.699511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:07.699542] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:07.699586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:07.699653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:07.757914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:07.758526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:07.758647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:07.758683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:07.871040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:07.871200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:07.871240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:07.871270] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:07.874760] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-29T20:27:07.875036] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-29T20:27:07.875168] [INFO ] [sig       ] MNY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:08.014400] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MNY.txt
[2025-12-29T20:27:08.014525] [INFO ] [sig       ] [2083/3546] Completed MNY in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-29T20:27:08.014563] [INFO ] [sig       ] [2084/3546] Forecasting MOD...
[2025-12-29T20:27:08.014612] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-29T20:27:08.014642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-29T20:27:08.026315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-29T20:27:08.026631] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-29T20:27:08.027730] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-29T20:27:08.027794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:08.027829] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:08.027864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:08.027948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:08.090881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:08.091657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:08.091741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:08.091787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:08.226872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:08.227034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:08.227073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:08.227101] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:08.230920] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-12-29T20:27:08.231209] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-29T20:27:08.231359] [INFO ] [sig       ] MOD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:08.377333] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MOD.txt
[2025-12-29T20:27:08.377480] [INFO ] [sig       ] [2084/3546] Completed MOD in 0.4s | 2.88 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-29T20:27:08.377520] [INFO ] [sig       ] [2085/3546] Forecasting MODG...
[2025-12-29T20:27:08.377551] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-29T20:27:08.377599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-29T20:27:08.388666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-29T20:27:08.389017] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-29T20:27:08.389839] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-29T20:27:08.389891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:08.389922] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:08.389949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:08.390007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:08.447266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:08.447973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:08.448052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:08.448084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:08.566160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:08.566310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:08.566348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:08.566375] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:08.569750] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-29T20:27:08.570021] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-29T20:27:08.570142] [INFO ] [sig       ] MODG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:08.710791] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MODG.txt
[2025-12-29T20:27:08.710924] [INFO ] [sig       ] [2085/3546] Completed MODG in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-29T20:27:08.710963] [INFO ] [sig       ] [2086/3546] Forecasting MODL...
[2025-12-29T20:27:08.710990] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-29T20:27:08.711019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-29T20:27:08.721907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-29T20:27:08.722218] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-29T20:27:08.723085] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-29T20:27:08.723139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:08.723172] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:08.723210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:08.723269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:08.782202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:08.782867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:08.782947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:08.782979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:08.907288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:08.907436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:08.907476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:08.907506] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:08.911077] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-29T20:27:08.911351] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-29T20:27:08.911475] [INFO ] [sig       ] MODL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:09.052539] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MODL.txt
[2025-12-29T20:27:09.052725] [INFO ] [sig       ] [2086/3546] Completed MODL in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-29T20:27:09.052766] [INFO ] [sig       ] [2087/3546] Forecasting MOFG...
[2025-12-29T20:27:09.052795] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-29T20:27:09.052825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-29T20:27:09.064243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-29T20:27:09.064601] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-29T20:27:09.065440] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-29T20:27:09.065493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:09.065526] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:09.065552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:09.065632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:09.123638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:09.124472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:09.124559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:09.124615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:09.245175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:09.245337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:09.245394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:09.245433] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:09.249380] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-12-29T20:27:09.249729] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-29T20:27:09.249880] [INFO ] [sig       ] MOFG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:09.392267] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MOFG.txt
[2025-12-29T20:27:09.392429] [INFO ] [sig       ] [2087/3546] Completed MOFG in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:09.392475] [INFO ] [sig       ] [2088/3546] Forecasting MOGO...
[2025-12-29T20:27:09.392504] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-29T20:27:09.392533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-29T20:27:09.404335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-29T20:27:09.404715] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-29T20:27:09.405601] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-29T20:27:09.405655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:09.405688] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:09.405716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:09.405775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:09.466652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:09.467447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:09.467532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:09.467565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:09.598169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:09.598330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:09.598370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:09.598399] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:09.602302] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=56.10%)
[2025-12-29T20:27:09.602605] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-29T20:27:09.602739] [INFO ] [sig       ] MOGO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:09.747372] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MOGO.txt
[2025-12-29T20:27:09.747544] [INFO ] [sig       ] [2088/3546] Completed MOGO in 0.4s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:09.747621] [INFO ] [sig       ] [2089/3546] Forecasting MOH...
[2025-12-29T20:27:09.747660] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-29T20:27:09.747694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-29T20:27:09.760211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-29T20:27:09.760556] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-29T20:27:09.761533] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-29T20:27:09.761601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:09.761636] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:09.761663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:09.761720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:09.819281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:09.820226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:09.820309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:09.820342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:09.940851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:09.941204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:09.941241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:09.941271] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:09.944945] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-29T20:27:09.945221] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-29T20:27:09.945348] [INFO ] [sig       ] MOH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:10.085075] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MOH.txt
[2025-12-29T20:27:10.085213] [INFO ] [sig       ] [2089/3546] Completed MOH in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:10.085250] [INFO ] [sig       ] [2090/3546] Forecasting MOMO...
[2025-12-29T20:27:10.085280] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-29T20:27:10.085317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-29T20:27:10.097721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-29T20:27:10.098063] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-29T20:27:10.098965] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-29T20:27:10.099021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:10.099093] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:10.099121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:10.099196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:10.165481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:10.166293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:10.166390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:10.166427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:10.299166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:10.299343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:10.299394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:10.299424] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:10.303185] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-29T20:27:10.303482] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-29T20:27:10.303635] [INFO ] [sig       ] MOMO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:10.455948] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MOMO.txt
[2025-12-29T20:27:10.456104] [INFO ] [sig       ] [2090/3546] Completed MOMO in 0.4s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:10.456147] [INFO ] [sig       ] [2091/3546] Forecasting MORN...
[2025-12-29T20:27:10.456182] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-29T20:27:10.456227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-29T20:27:10.468967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-29T20:27:10.469374] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-29T20:27:10.470247] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-29T20:27:10.470312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:10.470348] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:10.470375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:10.470434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:10.535221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:10.536155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:10.536258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:10.536292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:10.664609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:10.664762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:10.664805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:10.664846] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:10.668655] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-29T20:27:10.668950] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-29T20:27:10.669085] [INFO ] [sig       ] MORN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:10.818099] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MORN.txt
[2025-12-29T20:27:10.818245] [INFO ] [sig       ] [2091/3546] Completed MORN in 0.4s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:10.818285] [INFO ] [sig       ] [2092/3546] Forecasting MOS...
[2025-12-29T20:27:10.818314] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-29T20:27:10.818344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-29T20:27:10.829661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-29T20:27:10.829967] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-29T20:27:10.830764] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-29T20:27:10.830816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:10.830848] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:10.830875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:10.830932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:10.887453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:10.888194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:10.888273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:10.888305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:11.010457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:11.010625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:11.010664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:11.010692] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:11.014570] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=25.64%)
[2025-12-29T20:27:11.014857] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-29T20:27:11.014978] [INFO ] [sig       ] MOS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:11.156767] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MOS.txt
[2025-12-29T20:27:11.156917] [INFO ] [sig       ] [2092/3546] Completed MOS in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:11.156956] [INFO ] [sig       ] [2093/3546] Forecasting MP...
[2025-12-29T20:27:11.156985] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-29T20:27:11.157015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-29T20:27:11.168335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-29T20:27:11.168702] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-29T20:27:11.169516] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-29T20:27:11.169593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:11.169645] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:11.169687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:11.169753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:11.228460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:11.229362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:11.229453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:11.229485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:11.348534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:11.348713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:11.348757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:11.348839] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:11.352281] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=34.30%)
[2025-12-29T20:27:11.352555] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-29T20:27:11.352705] [INFO ] [sig       ] MP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:11.492761] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MP.txt
[2025-12-29T20:27:11.492905] [INFO ] [sig       ] [2093/3546] Completed MP in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:11.492944] [INFO ] [sig       ] [2094/3546] Forecasting MPA...
[2025-12-29T20:27:11.492972] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-29T20:27:11.493001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-29T20:27:11.504551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-29T20:27:11.504975] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-29T20:27:11.505806] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-29T20:27:11.505862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:11.505894] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:11.505920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:11.505977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:11.563817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:11.564648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:11.564732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:11.564764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:11.672802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:11.672968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:11.673007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:11.673035] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:11.676660] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-12-29T20:27:11.677025] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-29T20:27:11.677181] [INFO ] [sig       ] MPA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:11.816261] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MPA.txt
[2025-12-29T20:27:11.816399] [INFO ] [sig       ] [2094/3546] Completed MPA in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:11.816437] [INFO ] [sig       ] [2095/3546] Forecasting MPAA...
[2025-12-29T20:27:11.816466] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-29T20:27:11.816494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-29T20:27:11.828254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-29T20:27:11.828603] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-29T20:27:11.829400] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-29T20:27:11.829451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:11.829482] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:11.829507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:11.829564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:11.885352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:11.886014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:11.886095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:11.886126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:12.007589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:12.007790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:12.007830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:12.007858] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:12.011201] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=79.38%)
[2025-12-29T20:27:12.011477] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-29T20:27:12.011621] [INFO ] [sig       ] MPAA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:12.205775] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MPAA.txt
[2025-12-29T20:27:12.205940] [INFO ] [sig       ] [2095/3546] Completed MPAA in 0.4s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:12.205984] [INFO ] [sig       ] [2096/3546] Forecasting MPB...
[2025-12-29T20:27:12.206027] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-29T20:27:12.206070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-29T20:27:12.218233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-29T20:27:12.218624] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-29T20:27:12.219529] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-29T20:27:12.219602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:12.219637] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:12.219664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:12.219724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:12.282332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:12.283259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:12.283348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:12.283390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:12.412154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:12.412306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:12.412345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:12.412373] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:12.415774] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-29T20:27:12.416045] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-29T20:27:12.416169] [INFO ] [sig       ] MPB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:12.572601] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MPB.txt
[2025-12-29T20:27:12.572758] [INFO ] [sig       ] [2096/3546] Completed MPB in 0.4s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:12.572798] [INFO ] [sig       ] [2097/3546] Forecasting MPC...
[2025-12-29T20:27:12.572827] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-29T20:27:12.572858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-29T20:27:12.584955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-29T20:27:12.585326] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-29T20:27:12.586185] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-29T20:27:12.586240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:12.586273] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:12.586300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:12.586359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:12.643195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:12.643914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:12.643996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:12.644028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:12.770858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:12.771019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:12.771059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:12.771088] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:12.774565] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-29T20:27:12.774855] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-29T20:27:12.774981] [INFO ] [sig       ] MPC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:12.915616] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MPC.txt
[2025-12-29T20:27:12.915760] [INFO ] [sig       ] [2097/3546] Completed MPC in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:12.915800] [INFO ] [sig       ] [2098/3546] Forecasting MPX...
[2025-12-29T20:27:12.915829] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-29T20:27:12.915859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-29T20:27:12.926616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-29T20:27:12.926945] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-29T20:27:12.927792] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-29T20:27:12.927847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:12.927878] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:12.927904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:12.927961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:12.985120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:12.986063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:12.986151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:12.986184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:13.099398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:13.099588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:13.099631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:13.099660] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:13.103261] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-29T20:27:13.103647] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-29T20:27:13.103794] [INFO ] [sig       ] MPX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:13.248127] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MPX.txt
[2025-12-29T20:27:13.248286] [INFO ] [sig       ] [2098/3546] Completed MPX in 0.3s | 2.88 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-29T20:27:13.248327] [INFO ] [sig       ] [2099/3546] Forecasting MQ...
[2025-12-29T20:27:13.248360] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-29T20:27:13.248399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-29T20:27:13.259418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-29T20:27:13.259780] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-29T20:27:13.260663] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-29T20:27:13.260717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:13.260760] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:13.260789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:13.260848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:13.316730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:13.317453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:13.317532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:13.317565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:13.435901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:13.436038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:13.436077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:13.436105] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:13.439450] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-12-29T20:27:13.439742] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-29T20:27:13.439871] [INFO ] [sig       ] MQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:13.591018] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MQ.txt
[2025-12-29T20:27:13.591208] [INFO ] [sig       ] [2099/3546] Completed MQ in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-29T20:27:13.591273] [INFO ] [sig       ] [2100/3546] Forecasting MQY...
[2025-12-29T20:27:13.591319] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-29T20:27:13.591359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-29T20:27:13.602969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-29T20:27:13.603299] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-29T20:27:13.604149] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-29T20:27:13.604213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:13.604247] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:13.604275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:13.604334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:13.671961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:13.673083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:13.673178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:13.673262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:13.804052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:13.804208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:13.804250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:13.804280] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:13.807835] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-12-29T20:27:13.808155] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-29T20:27:13.808298] [INFO ] [sig       ] MQY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:13.964114] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MQY.txt
[2025-12-29T20:27:13.964258] [INFO ] [sig       ] [2100/3546] Completed MQY in 0.4s | 2.88 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-29T20:27:13.964298] [INFO ] [sig       ] [2101/3546] Forecasting MRAM...
[2025-12-29T20:27:13.964329] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-29T20:27:13.964360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-29T20:27:13.975995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-29T20:27:13.976553] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-29T20:27:13.977600] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-29T20:27:13.977654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:13.977687] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:13.977714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:13.977774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:14.033718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:14.034455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:14.034538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:14.034570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:14.149250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:14.149408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:14.149449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:14.149477] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:14.152812] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-29T20:27:14.153085] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-29T20:27:14.153210] [INFO ] [sig       ] MRAM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:14.292450] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MRAM.txt
[2025-12-29T20:27:14.292612] [INFO ] [sig       ] [2101/3546] Completed MRAM in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-29T20:27:14.292654] [INFO ] [sig       ] [2102/3546] Forecasting MRBK...
[2025-12-29T20:27:14.292684] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-29T20:27:14.292713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-29T20:27:14.305512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-29T20:27:14.305978] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-29T20:27:14.307072] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-29T20:27:14.307141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:14.307190] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:14.307226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:14.307304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:14.374970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:14.375893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:14.375979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:14.376013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:14.496191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:14.496343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:14.496383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:14.496411] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:14.499815] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-29T20:27:14.500101] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-29T20:27:14.500225] [INFO ] [sig       ] MRBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:14.640584] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRBK.txt
[2025-12-29T20:27:14.640731] [INFO ] [sig       ] [2102/3546] Completed MRBK in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-29T20:27:14.640778] [INFO ] [sig       ] [2103/3546] Forecasting MRCC...
[2025-12-29T20:27:14.640809] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-29T20:27:14.640838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-29T20:27:14.651905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-29T20:27:14.652228] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-29T20:27:14.653072] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-29T20:27:14.653286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:14.653318] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:14.653345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:14.653403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:14.714217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:14.715118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:14.715205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:14.715238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:14.843932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:14.844289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:14.844328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:14.844358] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:14.847982] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=81.83%)
[2025-12-29T20:27:14.848279] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-29T20:27:14.848406] [INFO ] [sig       ] MRCC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:14.994332] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MRCC.txt
[2025-12-29T20:27:14.994516] [INFO ] [sig       ] [2103/3546] Completed MRCC in 0.4s | 2.88 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-29T20:27:14.994558] [INFO ] [sig       ] [2104/3546] Forecasting MRCY...
[2025-12-29T20:27:14.994608] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-29T20:27:14.994642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-29T20:27:15.005857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-29T20:27:15.006240] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-29T20:27:15.007096] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-29T20:27:15.007150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:15.007183] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:15.007211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:15.007270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:15.067199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:15.068107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:15.068190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:15.068224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:15.191713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:15.191867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:15.191907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:15.191938] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:15.195386] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=35.40%)
[2025-12-29T20:27:15.195706] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-29T20:27:15.195856] [INFO ] [sig       ] MRCY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:15.343152] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRCY.txt
[2025-12-29T20:27:15.343292] [INFO ] [sig       ] [2104/3546] Completed MRCY in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-29T20:27:15.343332] [INFO ] [sig       ] [2105/3546] Forecasting MREO...
[2025-12-29T20:27:15.343362] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-29T20:27:15.343392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-29T20:27:15.354803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-29T20:27:15.355133] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-29T20:27:15.355934] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-29T20:27:15.355987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:15.356018] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:15.356046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:15.356103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:15.412250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:15.412900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:15.412978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:15.413010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:15.532053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:15.532203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:15.532241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:15.532270] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:15.535595] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-12-29T20:27:15.535878] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-29T20:27:15.535999] [INFO ] [sig       ] MREO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:15.674672] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MREO.txt
[2025-12-29T20:27:15.674820] [INFO ] [sig       ] [2105/3546] Completed MREO in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:15.674859] [INFO ] [sig       ] [2106/3546] Forecasting MRK...
[2025-12-29T20:27:15.674890] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-29T20:27:15.674919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-29T20:27:15.686104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-29T20:27:15.686351] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-29T20:27:15.687130] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-29T20:27:15.687182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:15.687213] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:15.687240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:15.687298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:15.744241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:15.744847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:15.744923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:15.744954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:15.873392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:15.873551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:15.873626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:15.873657] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:15.876982] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-29T20:27:15.877249] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-29T20:27:15.877371] [INFO ] [sig       ] MRK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:16.019333] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRK.txt
[2025-12-29T20:27:16.019465] [INFO ] [sig       ] [2106/3546] Completed MRK in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:16.019503] [INFO ] [sig       ] [2107/3546] Forecasting MRM...
[2025-12-29T20:27:16.019532] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-29T20:27:16.019561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-29T20:27:16.031655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-29T20:27:16.031960] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-29T20:27:16.032746] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-29T20:27:16.032798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:16.032855] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:16.032884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:16.032943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:16.090373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:16.091085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:16.091165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:16.091197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:16.207593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:16.207745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:16.207784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:16.207813] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:16.211165] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-12-29T20:27:16.211431] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-29T20:27:16.211556] [INFO ] [sig       ] MRM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:16.353505] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRM.txt
[2025-12-29T20:27:16.353680] [INFO ] [sig       ] [2107/3546] Completed MRM in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:16.353722] [INFO ] [sig       ] [2108/3546] Forecasting MRNA...
[2025-12-29T20:27:16.353752] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-29T20:27:16.353781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-29T20:27:16.366648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-29T20:27:16.366898] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-29T20:27:16.367674] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-29T20:27:16.367726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:16.367757] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:16.367783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:16.367846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:16.427316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:16.428170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:16.428269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:16.428302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:16.551282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:16.551435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:16.551473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:16.551502] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:16.555154] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-29T20:27:16.555464] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-29T20:27:16.555609] [INFO ] [sig       ] MRNA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:16.698155] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MRNA.txt
[2025-12-29T20:27:16.698330] [INFO ] [sig       ] [2108/3546] Completed MRNA in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:16.698371] [INFO ] [sig       ] [2109/3546] Forecasting MRSN...
[2025-12-29T20:27:16.698402] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-29T20:27:16.698432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-29T20:27:16.710211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-29T20:27:16.710555] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-29T20:27:16.711392] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-29T20:27:16.711446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:16.711478] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:16.711504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:16.711562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:16.769920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:16.770755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:16.770836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:16.770871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:16.893319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:16.893474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:16.893512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:16.893540] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:16.896853] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-29T20:27:16.897120] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-29T20:27:16.897244] [INFO ] [sig       ] MRSN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:17.037371] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRSN.txt
[2025-12-29T20:27:17.037497] [INFO ] [sig       ] [2109/3546] Completed MRSN in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:17.037536] [INFO ] [sig       ] [2110/3546] Forecasting MRTN...
[2025-12-29T20:27:17.037566] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-29T20:27:17.037614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-29T20:27:17.049318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-29T20:27:17.049590] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-29T20:27:17.050343] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-29T20:27:17.050395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:17.050435] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:17.050463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:17.050520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:17.108336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:17.109057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:17.109136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:17.109168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:17.224653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:17.224796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:17.224837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:17.224899] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:17.228177] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-12-29T20:27:17.228444] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-29T20:27:17.228565] [INFO ] [sig       ] MRTN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:17.368232] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRTN.txt
[2025-12-29T20:27:17.368377] [INFO ] [sig       ] [2110/3546] Completed MRTN in 0.3s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:17.368417] [INFO ] [sig       ] [2111/3546] Forecasting MRUS...
[2025-12-29T20:27:17.368447] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-29T20:27:17.368477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-29T20:27:17.379554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-29T20:27:17.379822] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-29T20:27:17.380605] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-29T20:27:17.380658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:17.380689] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:17.380716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:17.380773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:17.438375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:17.438991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:17.439067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:17.439099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:17.556063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:17.556224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:17.556263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:17.556291] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:17.559771] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-29T20:27:17.560076] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-29T20:27:17.560208] [INFO ] [sig       ] MRUS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:17.760996] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRUS.txt
[2025-12-29T20:27:17.761156] [INFO ] [sig       ] [2111/3546] Completed MRUS in 0.4s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:17.761205] [INFO ] [sig       ] [2112/3546] Forecasting MRVI...
[2025-12-29T20:27:17.761243] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-29T20:27:17.761282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-29T20:27:17.776318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-29T20:27:17.776685] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-29T20:27:17.777676] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-29T20:27:17.777739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:17.777780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:17.777816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:17.777896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:17.855823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:17.856537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:17.856650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:17.856695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:18.019866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:18.020003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:18.020050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:18.020088] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:18.024416] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=28.15%)
[2025-12-29T20:27:18.024785] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-29T20:27:18.024937] [INFO ] [sig       ] MRVI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:18.228367] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRVI.txt
[2025-12-29T20:27:18.228532] [INFO ] [sig       ] [2112/3546] Completed MRVI in 0.5s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:18.228602] [INFO ] [sig       ] [2113/3546] Forecasting MRVL...
[2025-12-29T20:27:18.228648] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-29T20:27:18.228688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-29T20:27:18.242803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-29T20:27:18.243110] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-29T20:27:18.244092] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-29T20:27:18.244153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:18.244193] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:18.244229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:18.244308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:18.323207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:18.323948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:18.324041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:18.324081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:18.477520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:18.477676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:18.477725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:18.477762] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:18.482081] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=50.32%)
[2025-12-29T20:27:18.482420] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-29T20:27:18.482595] [INFO ] [sig       ] MRVL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:18.685059] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MRVL.txt
[2025-12-29T20:27:18.685246] [INFO ] [sig       ] [2113/3546] Completed MRVL in 0.5s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:18.685295] [INFO ] [sig       ] [2114/3546] Forecasting MRX...
[2025-12-29T20:27:18.685343] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-29T20:27:18.685384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-29T20:27:18.699184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-29T20:27:18.699485] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-29T20:27:18.700469] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-29T20:27:18.700531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:18.700590] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:18.700633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:18.700715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:18.780566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:18.781502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:18.781620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:18.781668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:18.937903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:18.938078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:18.938129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:18.938166] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:18.942634] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-12-29T20:27:18.942977] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-29T20:27:18.943131] [INFO ] [sig       ] MRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:19.145271] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MRX.txt
[2025-12-29T20:27:19.145426] [INFO ] [sig       ] [2114/3546] Completed MRX in 0.5s | 2.88 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-29T20:27:19.145474] [INFO ] [sig       ] [2115/3546] Forecasting MS...
[2025-12-29T20:27:19.145513] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-29T20:27:19.145552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-29T20:27:19.160023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-29T20:27:19.160328] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-29T20:27:19.161307] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-29T20:27:19.161370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:19.161410] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:19.161446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:19.161524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:19.242712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:19.243610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:19.243708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:19.243750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:19.410044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:19.410224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:19.410274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:19.410311] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:19.414767] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-29T20:27:19.415108] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-29T20:27:19.415260] [INFO ] [sig       ] MS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:19.625029] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MS.txt
[2025-12-29T20:27:19.625209] [INFO ] [sig       ] [2115/3546] Completed MS in 0.5s | 2.88 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:19.625260] [INFO ] [sig       ] [2116/3546] Forecasting MSA...
[2025-12-29T20:27:19.625299] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-29T20:27:19.625338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-29T20:27:19.641238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-29T20:27:19.641543] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-29T20:27:19.642745] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-29T20:27:19.642807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:19.642848] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:19.642883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:19.642962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:19.725650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:19.726697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:19.726796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:19.726838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:19.889028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:19.889401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:19.889449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:19.889484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:19.894106] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-29T20:27:19.894443] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-29T20:27:19.894617] [INFO ] [sig       ] MSA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:20.103049] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MSA.txt
[2025-12-29T20:27:20.103210] [INFO ] [sig       ] [2116/3546] Completed MSA in 0.5s | 2.88 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:20.103258] [INFO ] [sig       ] [2117/3546] Forecasting MSB...
[2025-12-29T20:27:20.103297] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-29T20:27:20.103335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-29T20:27:20.117714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-29T20:27:20.118014] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-29T20:27:20.119031] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-29T20:27:20.119092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:20.119132] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:20.119169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:20.119248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:20.197596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:20.198651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:20.198750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:20.198856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:20.369299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:20.369468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:20.369517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:20.369593] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:20.374416] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=32.30%)
[2025-12-29T20:27:20.374774] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-29T20:27:20.374932] [INFO ] [sig       ] MSB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:20.579473] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MSB.txt
[2025-12-29T20:27:20.579675] [INFO ] [sig       ] [2117/3546] Completed MSB in 0.5s | 2.88 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:20.579730] [INFO ] [sig       ] [2118/3546] Forecasting MSBI...
[2025-12-29T20:27:20.579770] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-29T20:27:20.579813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-29T20:27:20.594296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-29T20:27:20.594618] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-29T20:27:20.595608] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-29T20:27:20.595672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:20.595714] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:20.595750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:20.595830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:20.675826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:20.676619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:20.676715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:20.676757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:20.843928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:20.844068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:20.844115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:20.844152] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:20.848842] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-29T20:27:20.849175] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-29T20:27:20.849329] [INFO ] [sig       ] MSBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:21.052730] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MSBI.txt
[2025-12-29T20:27:21.052868] [INFO ] [sig       ] [2118/3546] Completed MSBI in 0.5s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:21.052916] [INFO ] [sig       ] [2119/3546] Forecasting MSCI...
[2025-12-29T20:27:21.052953] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-29T20:27:21.052990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-29T20:27:21.066434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-29T20:27:21.066756] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-29T20:27:21.067726] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-29T20:27:21.067788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:21.067828] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:21.067864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:21.067943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:21.146196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:21.146961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:21.147052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:21.147093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:21.307756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:21.307925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:21.307974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:21.308011] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:21.312435] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-29T20:27:21.312790] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-29T20:27:21.312942] [INFO ] [sig       ] MSCI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:21.517750] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MSCI.txt
[2025-12-29T20:27:21.517904] [INFO ] [sig       ] [2119/3546] Completed MSCI in 0.5s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:21.517953] [INFO ] [sig       ] [2120/3546] Forecasting MSD...
[2025-12-29T20:27:21.517990] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-29T20:27:21.518029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-29T20:27:21.532421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-29T20:27:21.532753] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-29T20:27:21.533741] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-29T20:27:21.533802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:21.533843] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:21.533880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:21.533959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:21.612863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:21.613662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:21.613757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:21.613799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:21.743685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:21.743863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:21.743904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:21.743934] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:21.747513] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-29T20:27:21.747901] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-29T20:27:21.748071] [INFO ] [sig       ] MSD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:21.891150] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MSD.txt
[2025-12-29T20:27:21.891334] [INFO ] [sig       ] [2120/3546] Completed MSD in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:21.891375] [INFO ] [sig       ] [2121/3546] Forecasting MSEX...
[2025-12-29T20:27:21.891404] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-29T20:27:21.891434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-29T20:27:21.903420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-29T20:27:21.903722] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-29T20:27:21.904744] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-29T20:27:21.904796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:21.904827] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:21.904853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:21.904923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:21.964943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:21.965669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:21.965753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:21.965785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:22.087393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:22.087559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:22.087618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:22.087647] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:22.091454] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-29T20:27:22.091748] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-29T20:27:22.091878] [INFO ] [sig       ] MSEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:22.235142] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MSEX.txt
[2025-12-29T20:27:22.235317] [INFO ] [sig       ] [2121/3546] Completed MSEX in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:22.235359] [INFO ] [sig       ] [2122/3546] Forecasting MSFD...
[2025-12-29T20:27:22.235390] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-29T20:27:22.235422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-29T20:27:22.247843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-29T20:27:22.248210] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-29T20:27:22.249120] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-29T20:27:22.249177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:22.249211] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:22.249243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:22.249302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:22.308697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:22.309626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:22.309715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:22.309756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:22.440890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:22.441068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:22.441116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:22.441148] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:22.444792] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=37.16%)
[2025-12-29T20:27:22.445278] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-29T20:27:22.445413] [INFO ] [sig       ] MSFD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:22.597283] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MSFD.txt
[2025-12-29T20:27:22.597445] [INFO ] [sig       ] [2122/3546] Completed MSFD in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:22.597489] [INFO ] [sig       ] [2123/3546] Forecasting MSFL...
[2025-12-29T20:27:22.597518] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-29T20:27:22.597548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-29T20:27:22.610163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-29T20:27:22.610601] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-29T20:27:22.611412] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-29T20:27:22.611477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:22.611511] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:22.611537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:22.611619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:22.673853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:22.674740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:22.674825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:22.674858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:22.799533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:22.799713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:22.799758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:22.799789] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:22.803264] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=77.47%)
[2025-12-29T20:27:22.803562] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-29T20:27:22.803712] [INFO ] [sig       ] MSFL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:22.949163] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MSFL.txt
[2025-12-29T20:27:22.949312] [INFO ] [sig       ] [2123/3546] Completed MSFL in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-29T20:27:22.949353] [INFO ] [sig       ] [2124/3546] Forecasting MSGE...
[2025-12-29T20:27:22.949382] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-29T20:27:22.949412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-29T20:27:22.963169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-29T20:27:22.963459] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-29T20:27:22.964265] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-29T20:27:22.964317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:22.964376] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:22.964404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:22.964461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:23.020923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:23.021743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:23.021825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:23.021857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:23.139077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:23.139232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:23.139270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:23.139298] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:23.142684] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-29T20:27:23.142961] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-29T20:27:23.143086] [INFO ] [sig       ] MSGE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:23.283712] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MSGE.txt
[2025-12-29T20:27:23.283873] [INFO ] [sig       ] [2124/3546] Completed MSGE in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-29T20:27:23.283916] [INFO ] [sig       ] [2125/3546] Forecasting MSGM...
[2025-12-29T20:27:23.283946] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-29T20:27:23.283978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-29T20:27:23.296086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-29T20:27:23.296491] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-29T20:27:23.297505] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-29T20:27:23.297596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:23.297639] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:23.297673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:23.297752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:23.359460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:23.360331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:23.360416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:23.360449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:23.481408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:23.481585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:23.481629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:23.481656] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:23.485008] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=53.10%)
[2025-12-29T20:27:23.485277] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-29T20:27:23.485400] [INFO ] [sig       ] MSGM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:23.626291] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MSGM.txt
[2025-12-29T20:27:23.626453] [INFO ] [sig       ] [2125/3546] Completed MSGM in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-29T20:27:23.626490] [INFO ] [sig       ] [2126/3546] Forecasting MSGS...
[2025-12-29T20:27:23.626522] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-29T20:27:23.626552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-29T20:27:23.638070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-29T20:27:23.638617] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-29T20:27:23.639649] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-29T20:27:23.639703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:23.639734] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:23.639762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:23.639819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:23.697251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:23.698117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:23.698200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:23.698233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:23.814764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:23.814929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:23.814968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:23.814997] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:23.818325] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=58.64%)
[2025-12-29T20:27:23.818610] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-29T20:27:23.818736] [INFO ] [sig       ] MSGS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:23.958475] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MSGS.txt
[2025-12-29T20:27:23.958654] [INFO ] [sig       ] [2126/3546] Completed MSGS in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-29T20:27:23.958699] [INFO ] [sig       ] [2127/3546] Forecasting MSI...
[2025-12-29T20:27:23.958729] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-29T20:27:23.958782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-29T20:27:23.970556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-29T20:27:23.970954] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-29T20:27:23.971784] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-29T20:27:23.971838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:23.971869] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:23.971895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:23.971955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:24.032133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:24.033038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:24.033137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:24.033175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:24.153555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:24.153724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:24.153764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:24.153829] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:24.157248] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=54.72%)
[2025-12-29T20:27:24.157752] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-29T20:27:24.157887] [INFO ] [sig       ] MSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:24.301257] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MSI.txt
[2025-12-29T20:27:24.301454] [INFO ] [sig       ] [2127/3546] Completed MSI in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-29T20:27:24.301504] [INFO ] [sig       ] [2128/3546] Forecasting MSM...
[2025-12-29T20:27:24.301541] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-29T20:27:24.301599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-29T20:27:24.314195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-29T20:27:24.314513] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-29T20:27:24.315306] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-29T20:27:24.315358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:24.315389] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:24.315416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:24.315474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:24.372963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:24.373688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:24.373771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:24.373803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:24.494198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:24.494364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:24.494406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:24.494435] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:24.497995] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-29T20:27:24.498324] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-29T20:27:24.498464] [INFO ] [sig       ] MSM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:24.647025] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MSM.txt
[2025-12-29T20:27:24.647178] [INFO ] [sig       ] [2128/3546] Completed MSM in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-29T20:27:24.647218] [INFO ] [sig       ] [2129/3546] Forecasting MSTX...
[2025-12-29T20:27:24.647247] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-29T20:27:24.647277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-29T20:27:24.660124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-29T20:27:24.660471] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-29T20:27:24.661290] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-29T20:27:24.661343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:24.661373] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:24.661398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:24.661455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:24.720439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:24.721311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:24.721391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:24.721424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:24.845971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:24.846132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:24.846174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:24.846204] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:24.850299] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-12-29T20:27:24.850660] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-29T20:27:24.850837] [INFO ] [sig       ] MSTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:25.003866] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MSTX.txt
[2025-12-29T20:27:25.004037] [INFO ] [sig       ] [2129/3546] Completed MSTX in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-29T20:27:25.004077] [INFO ] [sig       ] [2130/3546] Forecasting MTB...
[2025-12-29T20:27:25.004109] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-29T20:27:25.004142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-29T20:27:25.016390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-29T20:27:25.016756] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-29T20:27:25.017677] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-29T20:27:25.017737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:25.017771] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:25.017797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:25.017854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:25.079102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:25.079973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:25.080066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:25.080099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:25.210423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:25.210613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:25.210660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:25.210689] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:25.214183] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-29T20:27:25.214466] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-29T20:27:25.214614] [INFO ] [sig       ] MTB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:25.360638] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MTB.txt
[2025-12-29T20:27:25.360789] [INFO ] [sig       ] [2130/3546] Completed MTB in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:25.360827] [INFO ] [sig       ] [2131/3546] Forecasting MTCH...
[2025-12-29T20:27:25.360857] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-29T20:27:25.360885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-29T20:27:25.374879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-29T20:27:25.375264] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-29T20:27:25.376228] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-29T20:27:25.376288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:25.376324] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:25.376355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:25.376427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:25.437054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:25.437944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:25.438026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:25.438059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:25.560749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:25.560909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:25.560949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:25.560977] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:25.564744] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-12-29T20:27:25.565018] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-29T20:27:25.565143] [INFO ] [sig       ] MTCH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:25.714795] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MTCH.txt
[2025-12-29T20:27:25.714969] [INFO ] [sig       ] [2131/3546] Completed MTCH in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:25.715013] [INFO ] [sig       ] [2132/3546] Forecasting MTD...
[2025-12-29T20:27:25.715053] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-29T20:27:25.715099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-29T20:27:25.729530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-29T20:27:25.729903] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-29T20:27:25.730952] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-29T20:27:25.731007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:25.731039] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:25.731066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:25.731125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:25.789864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:25.790783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:25.790868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:25.790901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:25.913736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:25.913893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:25.913932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:25.913963] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:25.917378] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=50.11%)
[2025-12-29T20:27:25.917676] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-29T20:27:25.917806] [INFO ] [sig       ] MTD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:26.059349] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MTD.txt
[2025-12-29T20:27:26.059501] [INFO ] [sig       ] [2132/3546] Completed MTD in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:26.059544] [INFO ] [sig       ] [2133/3546] Forecasting MTG...
[2025-12-29T20:27:26.059590] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-29T20:27:26.059622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-29T20:27:26.072820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-29T20:27:26.073196] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-29T20:27:26.074192] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-29T20:27:26.074245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:26.074276] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:26.074303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:26.074360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:26.136373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:26.137285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:26.137367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:26.137400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:26.261364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:26.261523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:26.261581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:26.261614] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:26.265058] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-29T20:27:26.265325] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-29T20:27:26.265454] [INFO ] [sig       ] MTG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:26.406629] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MTG.txt
[2025-12-29T20:27:26.406755] [INFO ] [sig       ] [2133/3546] Completed MTG in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:26.406794] [INFO ] [sig       ] [2134/3546] Forecasting MTH...
[2025-12-29T20:27:26.406823] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-29T20:27:26.406852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-29T20:27:26.417949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-29T20:27:26.418196] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-29T20:27:26.419019] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-29T20:27:26.419070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:26.419111] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:26.419138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:26.419196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:26.477160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:26.477858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:26.477963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:26.477997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:26.595733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:26.595879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:26.595918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:26.595947] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:26.599275] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-29T20:27:26.599544] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-29T20:27:26.599685] [INFO ] [sig       ] MTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:26.741037] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MTH.txt
[2025-12-29T20:27:26.741164] [INFO ] [sig       ] [2134/3546] Completed MTH in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:26.741202] [INFO ] [sig       ] [2135/3546] Forecasting MTLS...
[2025-12-29T20:27:26.741231] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-29T20:27:26.741260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-29T20:27:26.753037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-29T20:27:26.753295] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-29T20:27:26.754072] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-29T20:27:26.754123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:26.754154] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:26.754181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:26.754239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:26.814870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:26.815750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:26.815829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:26.815860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:26.933052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:26.933206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:26.933245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:26.933274] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:26.936794] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-12-29T20:27:26.937069] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-29T20:27:26.937383] [INFO ] [sig       ] MTLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:27.086833] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MTLS.txt
[2025-12-29T20:27:27.086991] [INFO ] [sig       ] [2135/3546] Completed MTLS in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:27.087033] [INFO ] [sig       ] [2136/3546] Forecasting MTN...
[2025-12-29T20:27:27.087061] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-29T20:27:27.087091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-29T20:27:27.099025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-29T20:27:27.099389] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-29T20:27:27.100435] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-29T20:27:27.100503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:27.100548] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:27.100609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:27.100694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:27.161797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:27.162562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:27.162659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:27.162692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:27.281967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:27.282115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:27.282156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:27.282185] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:27.285503] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=65.12%)
[2025-12-29T20:27:27.285790] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-29T20:27:27.285914] [INFO ] [sig       ] MTN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:27.443670] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MTN.txt
[2025-12-29T20:27:27.443833] [INFO ] [sig       ] [2136/3546] Completed MTN in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:27.443873] [INFO ] [sig       ] [2137/3546] Forecasting MTRN...
[2025-12-29T20:27:27.443903] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-29T20:27:27.443935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-29T20:27:27.456454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-29T20:27:27.456847] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-29T20:27:27.457715] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-29T20:27:27.457768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:27.457803] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:27.457829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:27.457887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:27.519208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:27.520080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:27.520168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:27.520202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:27.652604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:27.652779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:27.652840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:27.652873] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:27.656613] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-12-29T20:27:27.656950] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-29T20:27:27.657104] [INFO ] [sig       ] MTRN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:27.801380] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MTRN.txt
[2025-12-29T20:27:27.801554] [INFO ] [sig       ] [2137/3546] Completed MTRN in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:27.801619] [INFO ] [sig       ] [2138/3546] Forecasting MTRX...
[2025-12-29T20:27:27.801652] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-29T20:27:27.801681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-29T20:27:27.814295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-29T20:27:27.814719] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-29T20:27:27.815538] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-29T20:27:27.815610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:27.815644] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:27.815671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:27.815728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:27.876051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:27.876951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:27.877032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:27.877066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:28.004850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:28.005011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:28.005052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:28.005080] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:28.008645] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-29T20:27:28.009029] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-29T20:27:28.009195] [INFO ] [sig       ] MTRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:28.149358] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MTRX.txt
[2025-12-29T20:27:28.149508] [INFO ] [sig       ] [2138/3546] Completed MTRX in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:28.149549] [INFO ] [sig       ] [2139/3546] Forecasting MTSI...
[2025-12-29T20:27:28.149600] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-29T20:27:28.149634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-29T20:27:28.161277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-29T20:27:28.161702] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-29T20:27:28.162570] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-29T20:27:28.162640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:28.162673] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:28.162699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:28.162757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:28.221374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:28.222392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:28.222487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:28.222524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:28.347239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:28.347392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:28.347433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:28.347462] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:28.350885] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-29T20:27:28.351165] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-29T20:27:28.351311] [INFO ] [sig       ] MTSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:28.494261] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MTSI.txt
[2025-12-29T20:27:28.494409] [INFO ] [sig       ] [2139/3546] Completed MTSI in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:28.494449] [INFO ] [sig       ] [2140/3546] Forecasting MTX...
[2025-12-29T20:27:28.494479] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-29T20:27:28.494509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-29T20:27:28.506719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-29T20:27:28.507030] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-29T20:27:28.507859] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-29T20:27:28.507919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:28.507954] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:28.507982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:28.508042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:28.567461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:28.568179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:28.568447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:28.568479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:28.685783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:28.685934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:28.685976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:28.686006] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:28.689853] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=62.28%)
[2025-12-29T20:27:28.690145] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-29T20:27:28.690274] [INFO ] [sig       ] MTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:28.834734] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MTX.txt
[2025-12-29T20:27:28.834895] [INFO ] [sig       ] [2140/3546] Completed MTX in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-29T20:27:28.834935] [INFO ] [sig       ] [2141/3546] Forecasting MTZ...
[2025-12-29T20:27:28.834964] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-29T20:27:28.834993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-29T20:27:28.846463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-29T20:27:28.846823] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-29T20:27:28.847630] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-29T20:27:28.847682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:28.847739] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:28.847768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:28.847827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:28.906153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:28.907041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:28.907132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:28.907166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:29.032275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:29.032436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:29.032476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:29.032524] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:29.036136] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-29T20:27:29.036506] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-29T20:27:29.036674] [INFO ] [sig       ] MTZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:29.182990] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MTZ.txt
[2025-12-29T20:27:29.183149] [INFO ] [sig       ] [2141/3546] Completed MTZ in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-29T20:27:29.183190] [INFO ] [sig       ] [2142/3546] Forecasting MUA...
[2025-12-29T20:27:29.183219] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-29T20:27:29.183249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-29T20:27:29.195442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-29T20:27:29.195816] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-29T20:27:29.196618] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-29T20:27:29.196670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:29.196701] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:29.196727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:29.196785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:29.254687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:29.255530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:29.255651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:29.255705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:29.379111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:29.379266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:29.379305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:29.379333] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:29.382845] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=19.60%)
[2025-12-29T20:27:29.383126] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-29T20:27:29.383253] [INFO ] [sig       ] MUA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:29.529255] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MUA.txt
[2025-12-29T20:27:29.529407] [INFO ] [sig       ] [2142/3546] Completed MUA in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-29T20:27:29.529448] [INFO ] [sig       ] [2143/3546] Forecasting MUC...
[2025-12-29T20:27:29.529478] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-29T20:27:29.529510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-29T20:27:29.541768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-29T20:27:29.542069] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-29T20:27:29.542887] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-29T20:27:29.542939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:29.542972] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:29.542999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:29.543057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:29.616516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:29.617365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:29.617451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:29.617501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:29.747129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:29.747299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:29.747342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:29.747371] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:29.751055] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-29T20:27:29.751344] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-29T20:27:29.751474] [INFO ] [sig       ] MUC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:29.900590] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MUC.txt
[2025-12-29T20:27:29.900739] [INFO ] [sig       ] [2143/3546] Completed MUC in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-29T20:27:29.900779] [INFO ] [sig       ] [2144/3546] Forecasting MUE...
[2025-12-29T20:27:29.900807] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-29T20:27:29.900836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-29T20:27:29.912769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-29T20:27:29.913087] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-29T20:27:29.914031] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-29T20:27:29.914096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:29.914140] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:29.914181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:29.914266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:29.975516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:29.976493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:29.976599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:29.976636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:30.093383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:30.093546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:30.093604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:30.093635] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:30.097048] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-12-29T20:27:30.097321] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-29T20:27:30.097445] [INFO ] [sig       ] MUE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:30.236891] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MUE.txt
[2025-12-29T20:27:30.237022] [INFO ] [sig       ] [2144/3546] Completed MUE in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-29T20:27:30.237061] [INFO ] [sig       ] [2145/3546] Forecasting MUFG...
[2025-12-29T20:27:30.237091] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-29T20:27:30.237121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-29T20:27:30.248281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-29T20:27:30.248547] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-29T20:27:30.249365] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-29T20:27:30.249417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:30.249448] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:30.249484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:30.249543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:30.307228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:30.307897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:30.307975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:30.308007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:30.428200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:30.428349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:30.428387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:30.428415] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:30.431762] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=55.39%)
[2025-12-29T20:27:30.432029] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-29T20:27:30.432158] [INFO ] [sig       ] MUFG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:30.573212] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MUFG.txt
[2025-12-29T20:27:30.573531] [INFO ] [sig       ] [2145/3546] Completed MUFG in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-29T20:27:30.573588] [INFO ] [sig       ] [2146/3546] Forecasting MUJ...
[2025-12-29T20:27:30.573621] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-29T20:27:30.573652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-29T20:27:30.585324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-29T20:27:30.585621] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-29T20:27:30.586391] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-29T20:27:30.586442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:30.586473] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:30.586499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:30.586555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:30.644264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:30.644959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:30.645040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:30.645072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:30.763638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:30.763792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:30.763833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:30.763862] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:30.767263] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-29T20:27:30.767543] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-29T20:27:30.767689] [INFO ] [sig       ] MUJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:30.908856] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MUJ.txt
[2025-12-29T20:27:30.909000] [INFO ] [sig       ] [2146/3546] Completed MUJ in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-29T20:27:30.909038] [INFO ] [sig       ] [2147/3546] Forecasting MUSA...
[2025-12-29T20:27:30.909068] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-29T20:27:30.909097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-29T20:27:30.921036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-29T20:27:30.921376] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-29T20:27:30.922186] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-29T20:27:30.922239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:30.922270] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:30.922296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:30.922353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:30.979622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:30.980470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:30.980554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:30.980608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:31.103488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:31.103656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:31.103698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:31.103726] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:31.107058] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2025-12-29T20:27:31.107336] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-29T20:27:31.107459] [INFO ] [sig       ] MUSA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:31.250640] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MUSA.txt
[2025-12-29T20:27:31.250795] [INFO ] [sig       ] [2147/3546] Completed MUSA in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-29T20:27:31.250835] [INFO ] [sig       ] [2148/3546] Forecasting MUX...
[2025-12-29T20:27:31.250864] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-29T20:27:31.250893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-29T20:27:31.261910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-29T20:27:31.262174] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-29T20:27:31.262985] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-29T20:27:31.263037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:31.263068] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:31.263093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:31.263155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:31.320903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:31.321721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:31.321801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:31.321833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:31.444219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:31.444375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:31.444416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:31.444444] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:31.447915] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-29T20:27:31.448191] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-29T20:27:31.448327] [INFO ] [sig       ] MUX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:31.589997] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MUX.txt
[2025-12-29T20:27:31.590127] [INFO ] [sig       ] [2148/3546] Completed MUX in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:31.590164] [INFO ] [sig       ] [2149/3546] Forecasting MVBF...
[2025-12-29T20:27:31.590194] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-29T20:27:31.590229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-29T20:27:31.601856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-29T20:27:31.602241] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-29T20:27:31.603056] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-29T20:27:31.603108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:31.603139] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:31.603165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:31.603226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:31.660807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:31.661673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:31.661756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:31.661788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:31.778739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:31.778905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:31.778944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:31.778973] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:31.782401] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-29T20:27:31.782697] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-29T20:27:31.782822] [INFO ] [sig       ] MVBF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:31.926333] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MVBF.txt
[2025-12-29T20:27:31.926473] [INFO ] [sig       ] [2149/3546] Completed MVBF in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:31.926512] [INFO ] [sig       ] [2150/3546] Forecasting MVF...
[2025-12-29T20:27:31.926541] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-29T20:27:31.926585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-29T20:27:31.937636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-29T20:27:31.937935] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-29T20:27:31.938742] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-29T20:27:31.938819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:31.938851] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:31.938877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:31.938935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:31.995236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:31.995996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:31.996079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:31.996113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:32.112452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:32.112610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:32.112648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:32.112676] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:32.116012] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-12-29T20:27:32.116286] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-29T20:27:32.116406] [INFO ] [sig       ] MVF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:32.255949] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MVF.txt
[2025-12-29T20:27:32.256112] [INFO ] [sig       ] [2150/3546] Completed MVF in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:32.256161] [INFO ] [sig       ] [2151/3546] Forecasting MVO...
[2025-12-29T20:27:32.256196] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-29T20:27:32.256232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-29T20:27:32.267363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-29T20:27:32.267667] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-29T20:27:32.268465] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-29T20:27:32.268517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:32.268549] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:32.268598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:32.268659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:32.325945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:32.326912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:32.327031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:32.327065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:32.445466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:32.445644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:32.445686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:32.445714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:32.449175] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2025-12-29T20:27:32.449453] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-29T20:27:32.449596] [INFO ] [sig       ] MVO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:32.589636] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MVO.txt
[2025-12-29T20:27:32.589782] [INFO ] [sig       ] [2151/3546] Completed MVO in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:32.589821] [INFO ] [sig       ] [2152/3546] Forecasting MWA...
[2025-12-29T20:27:32.589851] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-29T20:27:32.589881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-29T20:27:32.601316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-29T20:27:32.601615] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-29T20:27:32.602388] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-29T20:27:32.602441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:32.602473] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:32.602499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:32.602557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:32.660090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:32.660783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:32.660861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:32.660893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:32.779457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:32.779638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:32.779679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:32.779710] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:32.783149] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-29T20:27:32.783463] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-29T20:27:32.783611] [INFO ] [sig       ] MWA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:32.925826] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MWA.txt
[2025-12-29T20:27:32.925981] [INFO ] [sig       ] [2152/3546] Completed MWA in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:32.926022] [INFO ] [sig       ] [2153/3546] Forecasting MX...
[2025-12-29T20:27:32.926051] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-29T20:27:32.926080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-29T20:27:32.937548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-29T20:27:32.937847] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-29T20:27:32.938625] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-29T20:27:32.938676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:32.938708] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:32.938734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:32.938812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:32.995901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:32.996679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:32.996770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:32.996803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:33.113706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:33.113854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:33.113892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:33.113920] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:33.117220] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-12-29T20:27:33.117487] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-29T20:27:33.117629] [INFO ] [sig       ] MX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:33.262762] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MX.txt
[2025-12-29T20:27:33.262922] [INFO ] [sig       ] [2153/3546] Completed MX in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:33.262976] [INFO ] [sig       ] [2154/3546] Forecasting MXF...
[2025-12-29T20:27:33.263014] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-29T20:27:33.263054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-29T20:27:33.277872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-29T20:27:33.278306] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-29T20:27:33.282656] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-29T20:27:33.282739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:33.282814] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:33.282853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:33.282938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:33.348467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:33.349421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:33.349537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:33.349588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:33.466831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:33.466986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:33.467026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:33.467055] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:33.470367] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-29T20:27:33.470652] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-29T20:27:33.470789] [INFO ] [sig       ] MXF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:33.611009] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MXF.txt
[2025-12-29T20:27:33.611164] [INFO ] [sig       ] [2154/3546] Completed MXF in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:33.611214] [INFO ] [sig       ] [2155/3546] Forecasting MXL...
[2025-12-29T20:27:33.611244] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-29T20:27:33.611275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-29T20:27:33.622532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-29T20:27:33.622825] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-29T20:27:33.623611] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-29T20:27:33.623680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:33.623712] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:33.623739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:33.623797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:33.680424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:33.681035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:33.681112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:33.681144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:33.801392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:33.801527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:33.801564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:33.801609] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:33.804861] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-29T20:27:33.805123] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-29T20:27:33.805251] [INFO ] [sig       ] MXL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:33.946662] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MXL.txt
[2025-12-29T20:27:33.946793] [INFO ] [sig       ] [2155/3546] Completed MXL in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:33.946832] [INFO ] [sig       ] [2156/3546] Forecasting MYE...
[2025-12-29T20:27:33.946860] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-29T20:27:33.946889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-29T20:27:33.958112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-29T20:27:33.958405] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-29T20:27:33.959232] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-29T20:27:33.959284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:33.959314] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:33.959341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:33.959398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:34.016842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:34.017475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:34.017554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:34.017604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:34.134362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:34.134493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:34.134529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:34.134557] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:34.138155] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=75.92%)
[2025-12-29T20:27:34.138424] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-29T20:27:34.138547] [INFO ] [sig       ] MYE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:34.283090] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MYE.txt
[2025-12-29T20:27:34.283337] [INFO ] [sig       ] [2156/3546] Completed MYE in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:34.283407] [INFO ] [sig       ] [2157/3546] Forecasting MYGN...
[2025-12-29T20:27:34.283437] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-29T20:27:34.283466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-29T20:27:34.295621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-29T20:27:34.295898] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-29T20:27:34.296708] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-29T20:27:34.296761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:34.296792] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:34.296818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:34.296876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:34.354168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:34.354834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:34.354911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:34.354943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:34.475309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:34.475443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:34.475480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:34.475509] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:34.478975] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-29T20:27:34.479276] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-29T20:27:34.479407] [INFO ] [sig       ] MYGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:34.621057] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MYGN.txt
[2025-12-29T20:27:34.621184] [INFO ] [sig       ] [2157/3546] Completed MYGN in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-29T20:27:34.621231] [INFO ] [sig       ] [2158/3546] Forecasting MYI...
[2025-12-29T20:27:34.621266] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-29T20:27:34.621301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-29T20:27:34.633125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-29T20:27:34.633409] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-29T20:27:34.634189] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-29T20:27:34.634241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:34.634307] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:34.634336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:34.634394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:34.692940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:34.694009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:34.694090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:34.694122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:34.813689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:34.813830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:34.813867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:34.813896] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:34.817211] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-29T20:27:34.817482] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-29T20:27:34.817620] [INFO ] [sig       ] MYI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:34.958232] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/MYI.txt
[2025-12-29T20:27:34.958378] [INFO ] [sig       ] [2158/3546] Completed MYI in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-29T20:27:34.958416] [INFO ] [sig       ] [2159/3546] Forecasting MYN...
[2025-12-29T20:27:34.958446] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-29T20:27:34.958477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-29T20:27:34.969894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-29T20:27:34.970289] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-29T20:27:34.971098] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-29T20:27:34.971150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:34.971181] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:34.971207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:34.971264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:35.027956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:35.028914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:35.029004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:35.029036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:35.148506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:35.148673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:35.148714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:35.148742] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:35.152232] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-12-29T20:27:35.152522] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-29T20:27:35.152669] [INFO ] [sig       ] MYN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:35.293381] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MYN.txt
[2025-12-29T20:27:35.293551] [INFO ] [sig       ] [2159/3546] Completed MYN in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-29T20:27:35.293611] [INFO ] [sig       ] [2160/3546] Forecasting MYRG...
[2025-12-29T20:27:35.293642] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-29T20:27:35.293673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-29T20:27:35.305543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-29T20:27:35.305884] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-29T20:27:35.306691] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-29T20:27:35.306744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:35.306776] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:35.306802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:35.306859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:35.364958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:35.365861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:35.365947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:35.365980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:35.483813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:35.483963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:35.484002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:35.484030] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:35.487412] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=52.28%)
[2025-12-29T20:27:35.487700] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-29T20:27:35.487823] [INFO ] [sig       ] MYRG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:35.628701] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/MYRG.txt
[2025-12-29T20:27:35.628841] [INFO ] [sig       ] [2160/3546] Completed MYRG in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-29T20:27:35.628880] [INFO ] [sig       ] [2161/3546] Forecasting NA...
[2025-12-29T20:27:35.628909] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-29T20:27:35.628938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-29T20:27:35.641876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-29T20:27:35.642144] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-29T20:27:35.642954] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-29T20:27:35.643006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:35.643037] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:35.643063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:35.643120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:35.700409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:35.701000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:35.701079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:35.701110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:35.826923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:35.827072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:35.827111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:35.827168] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:35.830505] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=43.63%)
[2025-12-29T20:27:35.830789] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-29T20:27:35.830911] [INFO ] [sig       ] NA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:35.970874] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NA.txt
[2025-12-29T20:27:35.971008] [INFO ] [sig       ] [2161/3546] Completed NA in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-29T20:27:35.971047] [INFO ] [sig       ] [2162/3546] Forecasting NAAS...
[2025-12-29T20:27:35.971105] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-29T20:27:35.971137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-29T20:27:35.985929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-29T20:27:35.986324] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-29T20:27:35.987318] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-29T20:27:35.987379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:35.987418] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:35.987451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:35.987531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:36.049295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:36.049927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:36.050006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:36.050038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:36.167852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:36.168003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:36.168041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:36.168068] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:36.171394] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=58.14%)
[2025-12-29T20:27:36.171680] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-29T20:27:36.171802] [INFO ] [sig       ] NAAS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:36.313454] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NAAS.txt
[2025-12-29T20:27:36.313611] [INFO ] [sig       ] [2162/3546] Completed NAAS in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-29T20:27:36.313652] [INFO ] [sig       ] [2163/3546] Forecasting NABL...
[2025-12-29T20:27:36.313682] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-29T20:27:36.313712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-29T20:27:36.324811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-29T20:27:36.325110] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-29T20:27:36.325908] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-29T20:27:36.325960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:36.325991] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:36.326018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:36.326076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:36.384009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:36.384752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:36.384834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:36.384865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:36.503708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:36.503853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:36.503891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:36.503920] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:36.507330] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-29T20:27:36.507622] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-29T20:27:36.507750] [INFO ] [sig       ] NABL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:36.652541] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NABL.txt
[2025-12-29T20:27:36.652699] [INFO ] [sig       ] [2163/3546] Completed NABL in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-29T20:27:36.652738] [INFO ] [sig       ] [2164/3546] Forecasting NAC...
[2025-12-29T20:27:36.652768] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-29T20:27:36.652797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-29T20:27:36.663957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-29T20:27:36.664269] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-29T20:27:36.665059] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-29T20:27:36.665112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:36.665143] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:36.665169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:36.665226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:36.724037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:36.724796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:36.724881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:36.724915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:36.843966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:36.844114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:36.844152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:36.844181] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:36.847609] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-12-29T20:27:36.847895] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-29T20:27:36.848041] [INFO ] [sig       ] NAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:36.992466] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NAC.txt
[2025-12-29T20:27:36.992636] [INFO ] [sig       ] [2164/3546] Completed NAC in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-29T20:27:36.992677] [INFO ] [sig       ] [2165/3546] Forecasting NAD...
[2025-12-29T20:27:36.992706] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-29T20:27:36.992735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-29T20:27:37.004800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-29T20:27:37.005109] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-29T20:27:37.005899] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-29T20:27:37.005950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:37.005982] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:37.006009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:37.006067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:37.064037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:37.064938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:37.065027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:37.065060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:37.185891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:37.186049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:37.186089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:37.186135] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:37.189614] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-29T20:27:37.189916] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-29T20:27:37.190058] [INFO ] [sig       ] NAD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:37.334251] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NAD.txt
[2025-12-29T20:27:37.334412] [INFO ] [sig       ] [2165/3546] Completed NAD in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:37.334452] [INFO ] [sig       ] [2166/3546] Forecasting NAMS...
[2025-12-29T20:27:37.334483] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-29T20:27:37.334512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-29T20:27:37.346346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-29T20:27:37.346718] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-29T20:27:37.347669] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-29T20:27:37.347726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:37.347759] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:37.347785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:37.347845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:37.405910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:37.406783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:37.406874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:37.406908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:37.524007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:37.524157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:37.524196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:37.524225] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:37.527661] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-29T20:27:37.527936] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-29T20:27:37.528066] [INFO ] [sig       ] NAMS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:37.669462] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NAMS.txt
[2025-12-29T20:27:37.669606] [INFO ] [sig       ] [2166/3546] Completed NAMS in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:37.669649] [INFO ] [sig       ] [2167/3546] Forecasting NATH...
[2025-12-29T20:27:37.669679] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-29T20:27:37.669709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-29T20:27:37.681309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-29T20:27:37.681652] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-29T20:27:37.682447] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-29T20:27:37.682501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:37.682534] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:37.682562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:37.682656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:37.741021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:37.741676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:37.741756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:37.741803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:37.848624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:37.848748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:37.848797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:37.848829] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:37.852019] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-29T20:27:37.852284] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-29T20:27:37.852408] [INFO ] [sig       ] NATH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:37.994006] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NATH.txt
[2025-12-29T20:27:37.994129] [INFO ] [sig       ] [2167/3546] Completed NATH in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:37.994167] [INFO ] [sig       ] [2168/3546] Forecasting NATL...
[2025-12-29T20:27:37.994197] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-29T20:27:37.994226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-29T20:27:38.005680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-29T20:27:38.005949] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-29T20:27:38.006906] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-29T20:27:38.006958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:38.006989] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:38.007016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:38.007073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:38.065065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:38.065890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:38.066003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:38.066037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:38.190213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:38.190370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:38.190410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:38.190439] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:38.193928] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-29T20:27:38.194194] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-29T20:27:38.194317] [INFO ] [sig       ] NATL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:38.337457] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NATL.txt
[2025-12-29T20:27:38.337600] [INFO ] [sig       ] [2168/3546] Completed NATL in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:38.337639] [INFO ] [sig       ] [2169/3546] Forecasting NAVI...
[2025-12-29T20:27:38.337668] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-29T20:27:38.337697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-29T20:27:38.349194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-29T20:27:38.349498] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-29T20:27:38.350339] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-29T20:27:38.350394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:38.350427] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:38.350466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:38.350527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:38.408207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:38.409051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:38.409136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:38.409169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:38.530691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:38.530841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:38.530879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:38.530907] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:38.535018] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-29T20:27:38.535295] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-29T20:27:38.535421] [INFO ] [sig       ] NAVI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:38.676770] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NAVI.txt
[2025-12-29T20:27:38.676895] [INFO ] [sig       ] [2169/3546] Completed NAVI in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:38.676933] [INFO ] [sig       ] [2170/3546] Forecasting NAZ...
[2025-12-29T20:27:38.676963] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-29T20:27:38.676993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-29T20:27:38.688612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-29T20:27:38.688929] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-29T20:27:38.689790] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-29T20:27:38.689845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:38.689878] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:38.689905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:38.689965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:38.748284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:38.748965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:38.749046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:38.749079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:38.851742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:38.851855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:38.851890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:38.851918] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:38.855074] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-29T20:27:38.855337] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-29T20:27:38.855458] [INFO ] [sig       ] NAZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:38.999640] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NAZ.txt
[2025-12-29T20:27:38.999766] [INFO ] [sig       ] [2170/3546] Completed NAZ in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:38.999805] [INFO ] [sig       ] [2171/3546] Forecasting NB...
[2025-12-29T20:27:38.999833] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-29T20:27:38.999862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-29T20:27:39.011257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-29T20:27:39.011754] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-29T20:27:39.012618] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-29T20:27:39.012673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:39.012707] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:39.012735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:39.012794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:39.071372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:39.072084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:39.072164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:39.072197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:39.186179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:39.186327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:39.186366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:39.186394] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:39.189723] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-12-29T20:27:39.189991] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-29T20:27:39.190112] [INFO ] [sig       ] NB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:39.331257] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NB.txt
[2025-12-29T20:27:39.331405] [INFO ] [sig       ] [2171/3546] Completed NB in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:39.331455] [INFO ] [sig       ] [2172/3546] Forecasting NBB...
[2025-12-29T20:27:39.331495] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-29T20:27:39.331534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-29T20:27:39.343393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-29T20:27:39.343718] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-29T20:27:39.344494] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-29T20:27:39.344545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:39.344594] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:39.344624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:39.344682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:39.402337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:39.402963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:39.403041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:39.403073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:39.520300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:39.520441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:39.520480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:39.520510] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:39.523892] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-29T20:27:39.524167] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-29T20:27:39.524293] [INFO ] [sig       ] NBB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:39.666819] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NBB.txt
[2025-12-29T20:27:39.666957] [INFO ] [sig       ] [2172/3546] Completed NBB in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:39.666994] [INFO ] [sig       ] [2173/3546] Forecasting NBBK...
[2025-12-29T20:27:39.667024] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-29T20:27:39.667068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-29T20:27:39.678312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-29T20:27:39.678622] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-29T20:27:39.679500] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-29T20:27:39.679555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:39.679615] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:39.679648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:39.679708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:39.737721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:39.738337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:39.738413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:39.738445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:39.858246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:39.858385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:39.858423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:39.858451] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:39.862324] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-29T20:27:39.862610] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-29T20:27:39.862733] [INFO ] [sig       ] NBBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:40.002777] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NBBK.txt
[2025-12-29T20:27:40.002908] [INFO ] [sig       ] [2173/3546] Completed NBBK in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:40.002946] [INFO ] [sig       ] [2174/3546] Forecasting NBHC...
[2025-12-29T20:27:40.002976] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-29T20:27:40.003004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-29T20:27:40.014144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-29T20:27:40.014446] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-29T20:27:40.015305] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-29T20:27:40.015364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:40.015397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:40.015424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:40.015483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:40.073170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:40.073856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:40.073938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:40.073972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:40.194175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:40.194323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:40.194364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:40.194395] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:40.197733] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-29T20:27:40.198000] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-29T20:27:40.198120] [INFO ] [sig       ] NBHC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:40.345774] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NBHC.txt
[2025-12-29T20:27:40.345929] [INFO ] [sig       ] [2174/3546] Completed NBHC in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-29T20:27:40.345970] [INFO ] [sig       ] [2175/3546] Forecasting NBIX...
[2025-12-29T20:27:40.345999] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-29T20:27:40.346029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-29T20:27:40.357361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-29T20:27:40.357671] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-29T20:27:40.358454] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-29T20:27:40.358507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:40.358563] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:40.358617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:40.358695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:40.418477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:40.419166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:40.419248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:40.419281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:40.539060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:40.539202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:40.539241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:40.539271] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:40.542664] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=44.07%)
[2025-12-29T20:27:40.542940] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-29T20:27:40.543067] [INFO ] [sig       ] NBIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:40.686679] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NBIX.txt
[2025-12-29T20:27:40.686809] [INFO ] [sig       ] [2175/3546] Completed NBIX in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-29T20:27:40.686855] [INFO ] [sig       ] [2176/3546] Forecasting NBN...
[2025-12-29T20:27:40.686886] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-29T20:27:40.686916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-29T20:27:40.697678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-29T20:27:40.697960] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-29T20:27:40.698796] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-29T20:27:40.698851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:40.698884] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:40.698912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:40.698972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:40.762427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:40.763340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:40.763429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:40.763463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:40.880856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:40.880994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:40.881033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:40.881061] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:40.884361] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=72.82%)
[2025-12-29T20:27:40.884647] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-29T20:27:40.884770] [INFO ] [sig       ] NBN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:41.031947] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NBN.txt
[2025-12-29T20:27:41.032110] [INFO ] [sig       ] [2176/3546] Completed NBN in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-29T20:27:41.032151] [INFO ] [sig       ] [2177/3546] Forecasting NBTB...
[2025-12-29T20:27:41.032180] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-29T20:27:41.032217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-29T20:27:41.043073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-29T20:27:41.043390] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-29T20:27:41.044194] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-29T20:27:41.044246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:41.044277] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:41.044304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:41.044361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:41.101265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:41.102116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:41.102197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:41.102230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:41.219458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:41.219632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:41.219673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:41.219701] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:41.223346] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-29T20:27:41.223630] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-29T20:27:41.223754] [INFO ] [sig       ] NBTB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:41.363605] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NBTB.txt
[2025-12-29T20:27:41.363721] [INFO ] [sig       ] [2177/3546] Completed NBTB in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-29T20:27:41.363758] [INFO ] [sig       ] [2178/3546] Forecasting NBXG...
[2025-12-29T20:27:41.363788] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-29T20:27:41.363818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-29T20:27:41.374655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-29T20:27:41.374931] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-29T20:27:41.375738] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-29T20:27:41.375790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:41.375821] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:41.375847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:41.375905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:41.431988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:41.432621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:41.432700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:41.432732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:41.552707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:41.552847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:41.552883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:41.552937] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:41.556190] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-29T20:27:41.556460] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-29T20:27:41.556600] [INFO ] [sig       ] NBXG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:41.699707] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NBXG.txt
[2025-12-29T20:27:41.699837] [INFO ] [sig       ] [2178/3546] Completed NBXG in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-29T20:27:41.699877] [INFO ] [sig       ] [2179/3546] Forecasting NC...
[2025-12-29T20:27:41.699906] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-29T20:27:41.699936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-29T20:27:41.710749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-29T20:27:41.711055] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-29T20:27:41.711883] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-29T20:27:41.711936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:41.711968] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:41.711995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:41.712052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:41.770239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:41.770920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:41.771001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:41.771033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:41.874719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:41.874837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:41.874873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:41.874901] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:41.878099] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=46.07%)
[2025-12-29T20:27:41.878405] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-29T20:27:41.878536] [INFO ] [sig       ] NC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:42.017788] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NC.txt
[2025-12-29T20:27:42.017938] [INFO ] [sig       ] [2179/3546] Completed NC in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-29T20:27:42.017979] [INFO ] [sig       ] [2180/3546] Forecasting NCA...
[2025-12-29T20:27:42.018010] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-29T20:27:42.018041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-29T20:27:42.029604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-29T20:27:42.029942] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-29T20:27:42.030789] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-29T20:27:42.030852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:42.030891] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:42.030918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:42.030983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:42.089224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:42.089859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:42.089937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:42.089969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:42.211368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:42.211493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:42.211533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:42.211562] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:42.214960] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-29T20:27:42.215233] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-29T20:27:42.215359] [INFO ] [sig       ] NCA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:42.355620] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NCA.txt
[2025-12-29T20:27:42.355750] [INFO ] [sig       ] [2180/3546] Completed NCA in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-29T20:27:42.355788] [INFO ] [sig       ] [2181/3546] Forecasting NCLH...
[2025-12-29T20:27:42.355817] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-29T20:27:42.355847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-29T20:27:42.366878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-29T20:27:42.367150] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-29T20:27:42.367924] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-29T20:27:42.367975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:42.368005] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:42.368031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:42.368087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:42.424475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:42.425127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:42.425205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:42.425237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:42.548693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:42.548872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:42.548920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:42.548949] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:42.552536] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-29T20:27:42.552865] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-29T20:27:42.553008] [INFO ] [sig       ] NCLH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:42.694535] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NCLH.txt
[2025-12-29T20:27:42.694673] [INFO ] [sig       ] [2181/3546] Completed NCLH in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-29T20:27:42.694712] [INFO ] [sig       ] [2182/3546] Forecasting NCMI...
[2025-12-29T20:27:42.694740] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-29T20:27:42.694769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-29T20:27:42.705688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-29T20:27:42.706022] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-29T20:27:42.706843] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-29T20:27:42.706906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:42.706939] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:42.706965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:42.707023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:42.767463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:42.768290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:42.768373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:42.768406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:42.890298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:42.890424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:42.890462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:42.890492] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:42.893856] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-29T20:27:42.894132] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-29T20:27:42.894257] [INFO ] [sig       ] NCMI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:43.035889] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NCMI.txt
[2025-12-29T20:27:43.036028] [INFO ] [sig       ] [2182/3546] Completed NCMI in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-29T20:27:43.036068] [INFO ] [sig       ] [2183/3546] Forecasting NCNA...
[2025-12-29T20:27:43.036097] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-29T20:27:43.036127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-29T20:27:43.047333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-29T20:27:43.047609] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-29T20:27:43.048375] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-29T20:27:43.048428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:43.048460] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:43.048486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:43.048549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:43.106347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:43.107031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:43.107110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:43.107142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:43.219587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:43.219740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:43.219779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:43.219808] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:43.223129] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-29T20:27:43.223397] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-29T20:27:43.223518] [INFO ] [sig       ] NCNA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:43.362694] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NCNA.txt
[2025-12-29T20:27:43.362832] [INFO ] [sig       ] [2183/3546] Completed NCNA in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:43.362871] [INFO ] [sig       ] [2184/3546] Forecasting NCNO...
[2025-12-29T20:27:43.362900] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-29T20:27:43.362929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-29T20:27:43.374039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-29T20:27:43.374322] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-29T20:27:43.375109] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-29T20:27:43.375160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:43.375192] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:43.375218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:43.375280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:43.437254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:43.438162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:43.438244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:43.438286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:43.560145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:43.560290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:43.560333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:43.560360] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:43.563762] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-29T20:27:43.564035] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-29T20:27:43.564172] [INFO ] [sig       ] NCNO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:43.706123] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NCNO.txt
[2025-12-29T20:27:43.706291] [INFO ] [sig       ] [2184/3546] Completed NCNO in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:43.706333] [INFO ] [sig       ] [2185/3546] Forecasting NCTY...
[2025-12-29T20:27:43.706361] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-29T20:27:43.706391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-29T20:27:43.718018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-29T20:27:43.718415] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-29T20:27:43.719323] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-29T20:27:43.719379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:43.719410] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:43.719440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:43.719499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:43.779502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:43.780401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:43.780541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:43.780799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:43.906502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:43.906669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:43.906711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:43.906739] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:43.911070] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-29T20:27:43.911394] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-29T20:27:43.911528] [INFO ] [sig       ] NCTY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:44.054849] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NCTY.txt
[2025-12-29T20:27:44.055005] [INFO ] [sig       ] [2185/3546] Completed NCTY in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:44.055081] [INFO ] [sig       ] [2186/3546] Forecasting NCZ...
[2025-12-29T20:27:44.055115] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-29T20:27:44.055145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-29T20:27:44.067278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-29T20:27:44.067665] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-29T20:27:44.068461] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-29T20:27:44.068514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:44.068546] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:44.068598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:44.068661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:44.125796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:44.126618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:44.126698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:44.126731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:44.244943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:44.245100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:44.245141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:44.245169] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:44.248512] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-29T20:27:44.248825] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-29T20:27:44.248959] [INFO ] [sig       ] NCZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:44.393734] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NCZ.txt
[2025-12-29T20:27:44.393869] [INFO ] [sig       ] [2186/3546] Completed NCZ in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:44.393907] [INFO ] [sig       ] [2187/3546] Forecasting NDAQ...
[2025-12-29T20:27:44.393936] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-29T20:27:44.393965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-29T20:27:44.406443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-29T20:27:44.406908] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-29T20:27:44.407925] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-29T20:27:44.407990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:44.408023] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:44.408053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:44.408122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:44.468748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:44.469698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:44.469800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:44.469836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:44.591120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:44.591277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:44.591317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:44.591345] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:44.594871] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-29T20:27:44.595202] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-29T20:27:44.595355] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:44.737386] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NDAQ.txt
[2025-12-29T20:27:44.737556] [INFO ] [sig       ] [2187/3546] Completed NDAQ in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:44.737623] [INFO ] [sig       ] [2188/3546] Forecasting NDMO...
[2025-12-29T20:27:44.737655] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-29T20:27:44.737684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-29T20:27:44.748902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-29T20:27:44.749212] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-29T20:27:44.750019] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-29T20:27:44.750071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:44.750103] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:44.750129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:44.750187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:44.807315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:44.808187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:44.808267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:44.808299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:44.927050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:44.927205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:44.927243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:44.927272] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:44.930632] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-12-29T20:27:44.930902] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-29T20:27:44.931023] [INFO ] [sig       ] NDMO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:45.071856] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NDMO.txt
[2025-12-29T20:27:45.072096] [INFO ] [sig       ] [2188/3546] Completed NDMO in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:45.072155] [INFO ] [sig       ] [2189/3546] Forecasting NDRA...
[2025-12-29T20:27:45.072197] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-29T20:27:45.072242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-29T20:27:45.088045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-29T20:27:45.088610] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-29T20:27:45.089526] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-29T20:27:45.089613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:45.089662] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:45.089695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:45.089759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:45.147393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:45.148309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:45.148402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:45.148436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:45.267981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:45.268135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:45.268191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:45.268233] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:45.271689] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-12-29T20:27:45.271989] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-29T20:27:45.272124] [INFO ] [sig       ] NDRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:45.412639] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NDRA.txt
[2025-12-29T20:27:45.412822] [INFO ] [sig       ] [2189/3546] Completed NDRA in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:45.412878] [INFO ] [sig       ] [2190/3546] Forecasting NDSN...
[2025-12-29T20:27:45.412927] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-29T20:27:45.412962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-29T20:27:45.424555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-29T20:27:45.424992] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-29T20:27:45.425861] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-29T20:27:45.425915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:45.425947] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:45.425975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:45.426034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:45.484730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:45.485615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:45.485714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:45.485746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:45.608455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:45.608628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:45.608669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:45.608697] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:45.612074] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-29T20:27:45.612363] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-29T20:27:45.612497] [INFO ] [sig       ] NDSN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:45.755113] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NDSN.txt
[2025-12-29T20:27:45.755272] [INFO ] [sig       ] [2190/3546] Completed NDSN in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:45.755313] [INFO ] [sig       ] [2191/3546] Forecasting NE...
[2025-12-29T20:27:45.755341] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-29T20:27:45.755371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-29T20:27:45.770031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-29T20:27:45.770320] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-29T20:27:45.771120] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-29T20:27:45.771172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:45.771205] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:45.771232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:45.771290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:45.829723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:45.830399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:45.830479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:45.830511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:45.951459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:45.951630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:45.951680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:45.951713] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:45.955293] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-29T20:27:45.955597] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-29T20:27:45.955758] [INFO ] [sig       ] NE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:46.101676] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NE.txt
[2025-12-29T20:27:46.101811] [INFO ] [sig       ] [2191/3546] Completed NE in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-29T20:27:46.101850] [INFO ] [sig       ] [2192/3546] Forecasting NEA...
[2025-12-29T20:27:46.101879] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-29T20:27:46.101908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-29T20:27:46.114405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-29T20:27:46.114842] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-29T20:27:46.115705] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-29T20:27:46.115758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:46.115817] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:46.115844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:46.115901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:46.172676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:46.173562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:46.173664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:46.173696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:46.295219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:46.295371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:46.295415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:46.295444] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:46.298978] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=44.29%)
[2025-12-29T20:27:46.299264] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-29T20:27:46.299394] [INFO ] [sig       ] NEA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:46.442961] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NEA.txt
[2025-12-29T20:27:46.443107] [INFO ] [sig       ] [2192/3546] Completed NEA in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:46.443145] [INFO ] [sig       ] [2193/3546] Forecasting NECB...
[2025-12-29T20:27:46.443173] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-29T20:27:46.443204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-29T20:27:46.454623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-29T20:27:46.454952] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-29T20:27:46.455808] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-29T20:27:46.455861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:46.455906] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:46.455933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:46.455991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:46.518684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:46.519706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:46.519814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:46.519856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:46.646083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:46.646257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:46.646302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:46.646330] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:46.650250] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-29T20:27:46.650548] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-29T20:27:46.650713] [INFO ] [sig       ] NECB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:46.805734] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NECB.txt
[2025-12-29T20:27:46.805885] [INFO ] [sig       ] [2193/3546] Completed NECB in 0.4s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:46.805928] [INFO ] [sig       ] [2194/3546] Forecasting NEE...
[2025-12-29T20:27:46.805960] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-29T20:27:46.805991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-29T20:27:46.818191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-29T20:27:46.818561] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-29T20:27:46.819390] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-29T20:27:46.819443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:46.819475] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:46.819502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:46.819590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:46.876659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:46.877505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:46.877605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:46.877639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:46.994219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:46.994372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:46.994410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:46.994437] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:46.997811] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2025-12-29T20:27:46.998098] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-29T20:27:46.998227] [INFO ] [sig       ] NEE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:47.141756] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NEE.txt
[2025-12-29T20:27:47.141922] [INFO ] [sig       ] [2194/3546] Completed NEE in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:47.141961] [INFO ] [sig       ] [2195/3546] Forecasting NEGG...
[2025-12-29T20:27:47.141990] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-29T20:27:47.142020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-29T20:27:47.153565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-29T20:27:47.153971] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-29T20:27:47.154868] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-29T20:27:47.154921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:47.154953] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:47.154979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:47.155037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:47.214179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:47.215097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:47.215182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:47.215216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:47.331726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:47.331881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:47.331919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:47.332008] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:47.335727] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2025-12-29T20:27:47.336029] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-29T20:27:47.336173] [INFO ] [sig       ] NEGG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:47.479826] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NEGG.txt
[2025-12-29T20:27:47.479995] [INFO ] [sig       ] [2195/3546] Completed NEGG in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:47.480034] [INFO ] [sig       ] [2196/3546] Forecasting NEM...
[2025-12-29T20:27:47.480063] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-29T20:27:47.480094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-29T20:27:47.491764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-29T20:27:47.492136] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-29T20:27:47.492991] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-29T20:27:47.493051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:47.493084] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:47.493110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:47.493169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:47.550770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:47.551679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:47.551763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:47.551794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:47.675333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:47.675488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:47.675526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:47.675553] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:47.678972] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-12-29T20:27:47.679251] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-29T20:27:47.679378] [INFO ] [sig       ] NEM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:47.824057] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NEM.txt
[2025-12-29T20:27:47.824218] [INFO ] [sig       ] [2196/3546] Completed NEM in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:47.824258] [INFO ] [sig       ] [2197/3546] Forecasting NEO...
[2025-12-29T20:27:47.824297] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-29T20:27:47.824328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-29T20:27:47.836486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-29T20:27:47.836890] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-29T20:27:47.837728] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-29T20:27:47.837781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:47.837814] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:47.837840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:47.837897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:47.896828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:47.897759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:47.897847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:47.897882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:48.016541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:48.016718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:48.016757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:48.016786] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:48.020523] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-29T20:27:48.020851] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-29T20:27:48.020986] [INFO ] [sig       ] NEO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:48.170537] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NEO.txt
[2025-12-29T20:27:48.170720] [INFO ] [sig       ] [2197/3546] Completed NEO in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:48.170761] [INFO ] [sig       ] [2198/3546] Forecasting NEOG...
[2025-12-29T20:27:48.170794] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-29T20:27:48.170826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-29T20:27:48.182131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-29T20:27:48.182602] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-29T20:27:48.183712] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-29T20:27:48.183781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:48.183824] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:48.183863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:48.183949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:48.253622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:48.254709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:48.254839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:48.254886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:48.378427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:48.378604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:48.378647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:48.378677] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:48.382163] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-12-29T20:27:48.382449] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-29T20:27:48.382601] [INFO ] [sig       ] NEOG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:48.524125] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NEOG.txt
[2025-12-29T20:27:48.524288] [INFO ] [sig       ] [2198/3546] Completed NEOG in 0.4s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:48.524327] [INFO ] [sig       ] [2199/3546] Forecasting NEON...
[2025-12-29T20:27:48.524357] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-29T20:27:48.524387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-29T20:27:48.536129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-29T20:27:48.536497] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-29T20:27:48.537357] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-29T20:27:48.537413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:48.537448] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:48.537476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:48.537545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:48.595633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:48.596458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:48.596539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:48.596589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:48.715394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:48.715545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:48.715601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:48.715631] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:48.718989] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-12-29T20:27:48.719264] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-29T20:27:48.719390] [INFO ] [sig       ] NEON: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:48.862093] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NEON.txt
[2025-12-29T20:27:48.862234] [INFO ] [sig       ] [2199/3546] Completed NEON in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:48.862274] [INFO ] [sig       ] [2200/3546] Forecasting NEXA...
[2025-12-29T20:27:48.862303] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-29T20:27:48.862333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-29T20:27:48.873256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-29T20:27:48.873560] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-29T20:27:48.874366] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-29T20:27:48.874418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:48.874449] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:48.874475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:48.874533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:48.931412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:48.932050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:48.932125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:48.932157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:49.045885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:49.046037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:49.046075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:49.046118] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:49.049460] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-12-29T20:27:49.049751] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-29T20:27:49.049878] [INFO ] [sig       ] NEXA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:49.189472] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NEXA.txt
[2025-12-29T20:27:49.189616] [INFO ] [sig       ] [2200/3546] Completed NEXA in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-29T20:27:49.189656] [INFO ] [sig       ] [2201/3546] Forecasting NEXN...
[2025-12-29T20:27:49.189685] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-29T20:27:49.189714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-29T20:27:49.200801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-29T20:27:49.201087] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-29T20:27:49.201934] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-29T20:27:49.201988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:49.202021] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:49.202050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:49.202113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:49.259715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:49.260518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:49.260632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:49.260668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:49.381505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:49.381672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:49.381711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:49.381739] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:49.385044] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-12-29T20:27:49.385313] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-29T20:27:49.385436] [INFO ] [sig       ] NEXN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:49.527477] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NEXN.txt
[2025-12-29T20:27:49.527654] [INFO ] [sig       ] [2201/3546] Completed NEXN in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-29T20:27:49.527698] [INFO ] [sig       ] [2202/3546] Forecasting NFBK...
[2025-12-29T20:27:49.527726] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-29T20:27:49.527763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-29T20:27:49.539800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-29T20:27:49.540107] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-29T20:27:49.540955] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-29T20:27:49.541009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:49.541041] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:49.541069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:49.541136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:49.597910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:49.598520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:49.598677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:49.598741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:49.715627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:49.715782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:49.715821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:49.715850] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:49.719403] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-29T20:27:49.719705] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-29T20:27:49.719835] [INFO ] [sig       ] NFBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:49.859970] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NFBK.txt
[2025-12-29T20:27:49.860126] [INFO ] [sig       ] [2202/3546] Completed NFBK in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-29T20:27:49.860166] [INFO ] [sig       ] [2203/3546] Forecasting NFE...
[2025-12-29T20:27:49.860195] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-29T20:27:49.860225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-29T20:27:49.871929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-29T20:27:49.872209] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-29T20:27:49.873022] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-29T20:27:49.873075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:49.873108] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:49.873135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:49.873194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:49.929829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:49.930492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:49.930587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:49.930622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:50.050469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:50.050611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:50.050652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:50.050680] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:50.054309] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-12-29T20:27:50.054590] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-29T20:27:50.054717] [INFO ] [sig       ] NFE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:50.196089] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NFE.txt
[2025-12-29T20:27:50.196211] [INFO ] [sig       ] [2203/3546] Completed NFE in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-29T20:27:50.196249] [INFO ] [sig       ] [2204/3546] Forecasting NFG...
[2025-12-29T20:27:50.196278] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-29T20:27:50.196306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-29T20:27:50.207116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-29T20:27:50.207385] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-29T20:27:50.208164] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-29T20:27:50.208217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:50.208249] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:50.208286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:50.208345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:50.265399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:50.266028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:50.266104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:50.266136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:50.385361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:50.385502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:50.385541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:50.385585] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:50.389002] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-12-29T20:27:50.389270] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-29T20:27:50.389394] [INFO ] [sig       ] NFG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:50.531307] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NFG.txt
[2025-12-29T20:27:50.531455] [INFO ] [sig       ] [2204/3546] Completed NFG in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-29T20:27:50.531496] [INFO ] [sig       ] [2205/3546] Forecasting NFJ...
[2025-12-29T20:27:50.531524] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-29T20:27:50.531553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-29T20:27:50.543145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-29T20:27:50.543441] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-29T20:27:50.544330] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-29T20:27:50.544383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:50.544415] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:50.544443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:50.544515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:50.602089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:50.602769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:50.602847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:50.602878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:50.721419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:50.721540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:50.721597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:50.721630] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:50.724872] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-29T20:27:50.725138] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-29T20:27:50.725262] [INFO ] [sig       ] NFJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:50.863357] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NFJ.txt
[2025-12-29T20:27:50.863504] [INFO ] [sig       ] [2205/3546] Completed NFJ in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-29T20:27:50.863557] [INFO ] [sig       ] [2206/3546] Forecasting NFLX...
[2025-12-29T20:27:50.863634] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-29T20:27:50.863679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-29T20:27:50.875289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-29T20:27:50.875592] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-29T20:27:50.876365] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-29T20:27:50.876428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:50.876460] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:50.876487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:50.876544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:50.933628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:50.934271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:50.934348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:50.934380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:51.051530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:51.051674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:51.051711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:51.051739] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:51.054967] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-29T20:27:51.055231] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-29T20:27:51.055354] [INFO ] [sig       ] NFLX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:51.192988] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NFLX.txt
[2025-12-29T20:27:51.193111] [INFO ] [sig       ] [2206/3546] Completed NFLX in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-29T20:27:51.193149] [INFO ] [sig       ] [2207/3546] Forecasting NFTY...
[2025-12-29T20:27:51.193179] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-29T20:27:51.193208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-29T20:27:51.204226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-29T20:27:51.204532] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-29T20:27:51.205318] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-29T20:27:51.205370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:51.205400] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:51.205427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:51.205483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:51.261727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:51.262336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:51.262413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:51.262444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:51.376365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:51.376504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:51.376542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:51.376593] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:51.380424] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=83.56%)
[2025-12-29T20:27:51.380720] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-29T20:27:51.380843] [INFO ] [sig       ] NFTY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:51.519493] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NFTY.txt
[2025-12-29T20:27:51.519627] [INFO ] [sig       ] [2207/3546] Completed NFTY in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-29T20:27:51.519666] [INFO ] [sig       ] [2208/3546] Forecasting NGG...
[2025-12-29T20:27:51.519695] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-29T20:27:51.519724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-29T20:27:51.531123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-29T20:27:51.531403] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-29T20:27:51.532202] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-29T20:27:51.532256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:51.532291] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:51.532319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:51.532378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:51.590139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:51.590767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:51.590847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:51.590881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:51.712883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:51.713011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:51.713048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:51.713077] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:51.716298] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-29T20:27:51.716562] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-29T20:27:51.716702] [INFO ] [sig       ] NGG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:51.855554] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NGG.txt
[2025-12-29T20:27:51.855761] [INFO ] [sig       ] [2208/3546] Completed NGG in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-29T20:27:51.855804] [INFO ] [sig       ] [2209/3546] Forecasting NGL...
[2025-12-29T20:27:51.855837] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-29T20:27:51.855866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-29T20:27:51.866529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-29T20:27:51.866815] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-29T20:27:51.867606] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-29T20:27:51.867658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:51.867721] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:51.867750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:51.867807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:51.924192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:51.924833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:51.924911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:51.924942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:52.041786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:52.041921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:52.041959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:52.041989] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:52.045292] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2025-12-29T20:27:52.045558] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-29T20:27:52.045697] [INFO ] [sig       ] NGL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:52.184269] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NGL.txt
[2025-12-29T20:27:52.184392] [INFO ] [sig       ] [2209/3546] Completed NGL in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:52.184441] [INFO ] [sig       ] [2210/3546] Forecasting NGNE...
[2025-12-29T20:27:52.184479] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-29T20:27:52.184508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-29T20:27:52.195477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-29T20:27:52.195762] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-29T20:27:52.196527] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-29T20:27:52.196597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:52.196629] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:52.196655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:52.196712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:52.253189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:52.253808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:52.253883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:52.253915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:52.372681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:52.372819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:52.372858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:52.372886] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:52.376152] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-29T20:27:52.376416] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-29T20:27:52.376536] [INFO ] [sig       ] NGNE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:52.515027] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NGNE.txt
[2025-12-29T20:27:52.515140] [INFO ] [sig       ] [2210/3546] Completed NGNE in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:52.515177] [INFO ] [sig       ] [2211/3546] Forecasting NGS...
[2025-12-29T20:27:52.515206] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-29T20:27:52.515235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-29T20:27:52.526556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-29T20:27:52.527027] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-29T20:27:52.527997] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-29T20:27:52.528049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:52.528080] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:52.528105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:52.528161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:52.584692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:52.585273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:52.585349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:52.585380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:52.706278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:52.706408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:52.706445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:52.706473] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:52.709771] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-29T20:27:52.710052] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-29T20:27:52.710174] [INFO ] [sig       ] NGS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:52.853353] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NGS.txt
[2025-12-29T20:27:52.853480] [INFO ] [sig       ] [2211/3546] Completed NGS in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:52.853519] [INFO ] [sig       ] [2212/3546] Forecasting NGVC...
[2025-12-29T20:27:52.853548] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-29T20:27:52.853601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-29T20:27:52.864769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-29T20:27:52.865045] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-29T20:27:52.865860] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-29T20:27:52.865912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:52.865943] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:52.865969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:52.866028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:52.923318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:52.923918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:52.924002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:52.924036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:53.040629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:53.040747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:53.040783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:53.040839] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:53.044027] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=65.22%)
[2025-12-29T20:27:53.044294] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-29T20:27:53.044418] [INFO ] [sig       ] NGVC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:53.184090] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NGVC.txt
[2025-12-29T20:27:53.184200] [INFO ] [sig       ] [2212/3546] Completed NGVC in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:53.184237] [INFO ] [sig       ] [2213/3546] Forecasting NHI...
[2025-12-29T20:27:53.184266] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-29T20:27:53.184296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-29T20:27:53.195495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-29T20:27:53.195771] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-29T20:27:53.196536] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-29T20:27:53.196605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:53.196639] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:53.196673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:53.196735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:53.253811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:53.254408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:53.254500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:53.254534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:53.369588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:53.369727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:53.369765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:53.369793] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:53.373015] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-12-29T20:27:53.373276] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-29T20:27:53.373399] [INFO ] [sig       ] NHI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:53.515127] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NHI.txt
[2025-12-29T20:27:53.515266] [INFO ] [sig       ] [2213/3546] Completed NHI in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:53.515305] [INFO ] [sig       ] [2214/3546] Forecasting NHTC...
[2025-12-29T20:27:53.515334] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-29T20:27:53.515363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-29T20:27:53.526903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-29T20:27:53.527219] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-29T20:27:53.528203] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-29T20:27:53.528255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:53.528286] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:53.528311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:53.528369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:53.585222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:53.585843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:53.585921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:53.585952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:53.693464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:53.693601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:53.693639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:53.693668] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:53.697092] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-12-29T20:27:53.697356] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-29T20:27:53.697479] [INFO ] [sig       ] NHTC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:53.837348] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NHTC.txt
[2025-12-29T20:27:53.837478] [INFO ] [sig       ] [2214/3546] Completed NHTC in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:53.837518] [INFO ] [sig       ] [2215/3546] Forecasting NI...
[2025-12-29T20:27:53.837546] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-29T20:27:53.837592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-29T20:27:53.849130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-29T20:27:53.849392] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-29T20:27:53.850180] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-29T20:27:53.850231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:53.850262] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:53.850288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:53.850345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:53.907393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:53.907998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:53.908075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:53.908106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:54.026038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:54.026147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:54.026182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:54.026210] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:54.029374] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-29T20:27:54.029654] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-29T20:27:54.029779] [INFO ] [sig       ] NI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:54.168717] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NI.txt
[2025-12-29T20:27:54.168840] [INFO ] [sig       ] [2215/3546] Completed NI in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:54.168877] [INFO ] [sig       ] [2216/3546] Forecasting NIC...
[2025-12-29T20:27:54.168907] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-29T20:27:54.168936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-29T20:27:54.182907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-29T20:27:54.183235] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-29T20:27:54.184067] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-29T20:27:54.184119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:54.184150] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:54.184177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:54.184234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:54.241314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:54.241932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:54.242008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:54.242040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:54.358650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:54.358994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:54.359032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:54.359061] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:54.362363] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-29T20:27:54.362647] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-29T20:27:54.362775] [INFO ] [sig       ] NIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:54.503076] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NIC.txt
[2025-12-29T20:27:54.503198] [INFO ] [sig       ] [2216/3546] Completed NIC in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:54.503239] [INFO ] [sig       ] [2217/3546] Forecasting NICE...
[2025-12-29T20:27:54.503268] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-29T20:27:54.503298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-29T20:27:54.515362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-29T20:27:54.515656] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-29T20:27:54.516644] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-29T20:27:54.516697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:54.516749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:54.516776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:54.516833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:54.574028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:54.574636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:54.574717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:54.574749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:54.697340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:54.697455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:54.697490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:54.697517] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:54.701120] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-29T20:27:54.701384] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-29T20:27:54.701506] [INFO ] [sig       ] NICE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:54.842835] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NICE.txt
[2025-12-29T20:27:54.842962] [INFO ] [sig       ] [2217/3546] Completed NICE in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:54.843001] [INFO ] [sig       ] [2218/3546] Forecasting NIE...
[2025-12-29T20:27:54.843030] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-29T20:27:54.843059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-29T20:27:54.854687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-29T20:27:54.855089] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-29T20:27:54.855936] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-29T20:27:54.855989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:54.856020] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:54.856046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:54.856104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:54.918878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:54.919905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:54.920244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:54.920279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:55.040781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:55.040965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:55.041004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:55.041033] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:55.044372] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2025-12-29T20:27:55.044659] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-29T20:27:55.044788] [INFO ] [sig       ] NIE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:55.182555] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NIE.txt
[2025-12-29T20:27:55.182713] [INFO ] [sig       ] [2218/3546] Completed NIE in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-29T20:27:55.182753] [INFO ] [sig       ] [2219/3546] Forecasting NIKL...
[2025-12-29T20:27:55.182782] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-29T20:27:55.182812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-29T20:27:55.194681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-29T20:27:55.195064] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-29T20:27:55.195963] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-29T20:27:55.196018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:55.196051] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:55.196080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:55.196140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:55.252793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:55.253560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:55.253689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:55.253727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:55.364932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:55.365083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:55.365127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:55.365155] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:55.368480] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-29T20:27:55.368790] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-29T20:27:55.368924] [INFO ] [sig       ] NIKL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:55.507019] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NIKL.txt
[2025-12-29T20:27:55.507144] [INFO ] [sig       ] [2219/3546] Completed NIKL in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-29T20:27:55.507181] [INFO ] [sig       ] [2220/3546] Forecasting NIM...
[2025-12-29T20:27:55.507210] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-29T20:27:55.507239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-29T20:27:55.518821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-29T20:27:55.519124] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-29T20:27:55.519916] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-29T20:27:55.519968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:55.519999] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:55.520026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:55.520083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:55.576679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:55.577293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:55.577370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:55.577402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:55.681001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:55.681131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:55.681168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:55.681196] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:55.684408] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-29T20:27:55.684700] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-29T20:27:55.684824] [INFO ] [sig       ] NIM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:55.823632] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NIM.txt
[2025-12-29T20:27:55.823764] [INFO ] [sig       ] [2220/3546] Completed NIM in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-29T20:27:55.823813] [INFO ] [sig       ] [2221/3546] Forecasting NIO...
[2025-12-29T20:27:55.823843] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-29T20:27:55.823873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-29T20:27:55.835555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-29T20:27:55.835858] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-29T20:27:55.836804] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-29T20:27:55.836856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:55.836887] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:55.836913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:55.836970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:55.896826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:55.897664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:55.897749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:55.897790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:56.015898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:56.016065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:56.016105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:56.016133] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:56.019466] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-29T20:27:56.019749] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-29T20:27:56.019876] [INFO ] [sig       ] NIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:56.157824] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NIO.txt
[2025-12-29T20:27:56.158149] [INFO ] [sig       ] [2221/3546] Completed NIO in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-29T20:27:56.158188] [INFO ] [sig       ] [2222/3546] Forecasting NIPG...
[2025-12-29T20:27:56.158218] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-29T20:27:56.158247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-29T20:27:56.170392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-29T20:27:56.170760] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-29T20:27:56.171759] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-29T20:27:56.171811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:56.171841] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:56.172049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:56.172105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:56.228156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:56.228929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:56.229016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:56.229055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:56.340003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:56.340156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:56.340195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:56.340224] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:56.343538] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-12-29T20:27:56.343825] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-29T20:27:56.343951] [INFO ] [sig       ] NIPG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:56.484132] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NIPG.txt
[2025-12-29T20:27:56.484313] [INFO ] [sig       ] [2222/3546] Completed NIPG in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-29T20:27:56.484353] [INFO ] [sig       ] [2223/3546] Forecasting NISN...
[2025-12-29T20:27:56.484383] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-29T20:27:56.484414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-29T20:27:56.496277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-29T20:27:56.496654] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-29T20:27:56.497434] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-29T20:27:56.497485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:56.497516] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:56.497542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:56.497618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:56.558882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:56.559834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:56.559934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:56.559968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:56.666615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:56.666771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:56.666811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:56.666839] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:56.670177] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-29T20:27:56.670455] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-29T20:27:56.670597] [INFO ] [sig       ] NISN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:56.811102] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NISN.txt
[2025-12-29T20:27:56.811251] [INFO ] [sig       ] [2223/3546] Completed NISN in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-29T20:27:56.811289] [INFO ] [sig       ] [2224/3546] Forecasting NITO...
[2025-12-29T20:27:56.811319] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-29T20:27:56.811350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-29T20:27:56.822882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-29T20:27:56.823197] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-29T20:27:56.823982] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-29T20:27:56.824034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:56.824065] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:56.824091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:56.824149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:56.881129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:56.881958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:56.882042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:56.882075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:56.997802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:56.997959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:56.997999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:56.998066] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:57.001532] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-29T20:27:57.001844] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-29T20:27:57.001975] [INFO ] [sig       ] NITO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:57.143440] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NITO.txt
[2025-12-29T20:27:57.143601] [INFO ] [sig       ] [2224/3546] Completed NITO in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-29T20:27:57.143652] [INFO ] [sig       ] [2225/3546] Forecasting NKSH...
[2025-12-29T20:27:57.143681] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-29T20:27:57.143710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-29T20:27:57.155253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-29T20:27:57.155601] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-29T20:27:57.156407] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-29T20:27:57.156459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:57.156492] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:57.156519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:57.156593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:57.215157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:57.216010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:57.216090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:57.216122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:57.315379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:57.315491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:57.315528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:57.315557] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:57.318716] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-29T20:27:57.319002] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-29T20:27:57.319124] [INFO ] [sig       ] NKSH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:57.470526] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NKSH.txt
[2025-12-29T20:27:57.470697] [INFO ] [sig       ] [2225/3546] Completed NKSH in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-29T20:27:57.470737] [INFO ] [sig       ] [2226/3546] Forecasting NKTX...
[2025-12-29T20:27:57.470767] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-29T20:27:57.470796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-29T20:27:57.482561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-29T20:27:57.482884] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-29T20:27:57.483676] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-29T20:27:57.483728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:57.483783] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:57.483811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:57.483869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:57.545364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:57.546249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:57.546352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:57.546385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:57.660148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:57.660295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:57.660333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:57.660361] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:57.663674] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-29T20:27:57.663944] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-29T20:27:57.664065] [INFO ] [sig       ] NKTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:57.880367] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NKTX.txt
[2025-12-29T20:27:57.880511] [INFO ] [sig       ] [2226/3546] Completed NKTX in 0.4s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:27:57.880552] [INFO ] [sig       ] [2227/3546] Forecasting NKX...
[2025-12-29T20:27:57.880607] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-29T20:27:57.880647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-29T20:27:57.894186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-29T20:27:57.894565] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-29T20:27:57.895601] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-29T20:27:57.895663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:57.895699] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:57.895730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:57.895810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:57.961927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:57.962811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:57.962894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:57.962927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:58.079323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:58.079479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:58.079519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:58.079549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:58.082991] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=40.61%)
[2025-12-29T20:27:58.083268] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-29T20:27:58.083395] [INFO ] [sig       ] NKX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:58.226702] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NKX.txt
[2025-12-29T20:27:58.226836] [INFO ] [sig       ] [2227/3546] Completed NKX in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:27:58.226876] [INFO ] [sig       ] [2228/3546] Forecasting NLOP...
[2025-12-29T20:27:58.226906] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-29T20:27:58.226935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-29T20:27:58.238272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-29T20:27:58.238520] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-29T20:27:58.239375] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-29T20:27:58.239436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:58.239470] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:58.239520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:58.239603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:58.298957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:58.299616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:58.299695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:58.299728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:58.415057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:58.415204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:58.415242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:58.415271] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:58.418912] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-12-29T20:27:58.419263] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-29T20:27:58.419426] [INFO ] [sig       ] NLOP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:58.564895] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NLOP.txt
[2025-12-29T20:27:58.565031] [INFO ] [sig       ] [2228/3546] Completed NLOP in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:27:58.565070] [INFO ] [sig       ] [2229/3546] Forecasting NLY...
[2025-12-29T20:27:58.565098] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-29T20:27:58.565129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-29T20:27:58.577207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-29T20:27:58.577519] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-29T20:27:58.578321] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-29T20:27:58.578374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:58.578405] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:58.578431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:58.578488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:58.637224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:58.637922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:58.638000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:58.638031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:58.757790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:58.757931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:58.757968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:58.758052] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:58.762113] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-29T20:27:58.762385] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-29T20:27:58.762521] [INFO ] [sig       ] NLY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:58.902155] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NLY.txt
[2025-12-29T20:27:58.902301] [INFO ] [sig       ] [2229/3546] Completed NLY in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:27:58.902342] [INFO ] [sig       ] [2230/3546] Forecasting NMAI...
[2025-12-29T20:27:58.902371] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-29T20:27:58.902409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-29T20:27:58.914181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-29T20:27:58.914470] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-29T20:27:58.915273] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-29T20:27:58.915326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:58.915357] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:58.915382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:58.915441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:58.976485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:58.977444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:58.977527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:58.977562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:59.101466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:59.101640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:59.101681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:59.101710] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:59.105104] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-29T20:27:59.105394] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-29T20:27:59.105528] [INFO ] [sig       ] NMAI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:59.248480] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NMAI.txt
[2025-12-29T20:27:59.248671] [INFO ] [sig       ] [2230/3546] Completed NMAI in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:27:59.248712] [INFO ] [sig       ] [2231/3546] Forecasting NMCO...
[2025-12-29T20:27:59.248743] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-29T20:27:59.248793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-29T20:27:59.261347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-29T20:27:59.261727] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-29T20:27:59.262541] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-29T20:27:59.262615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:59.262675] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:59.262714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:59.262779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:59.325002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:59.325955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:59.326047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:59.326081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:59.447133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:59.447284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:59.447324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:59.447354] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:59.450799] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-12-29T20:27:59.451073] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-29T20:27:59.451209] [INFO ] [sig       ] NMCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:27:59.592716] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NMCO.txt
[2025-12-29T20:27:59.592844] [INFO ] [sig       ] [2231/3546] Completed NMCO in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:27:59.592883] [INFO ] [sig       ] [2232/3546] Forecasting NMFC...
[2025-12-29T20:27:59.592913] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-29T20:27:59.592949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-29T20:27:59.604820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-29T20:27:59.605139] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-29T20:27:59.606022] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-29T20:27:59.606075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:59.606108] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:59.606135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:59.606194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:27:59.665319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:27:59.665974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:27:59.666054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:27:59.666102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:27:59.787615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:27:59.787745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:27:59.787787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:27:59.787820] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:27:59.791191] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-29T20:27:59.791490] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-29T20:27:59.791654] [INFO ] [sig       ] NMFC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:27:59.932391] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NMFC.txt
[2025-12-29T20:27:59.932548] [INFO ] [sig       ] [2232/3546] Completed NMFC in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:27:59.932608] [INFO ] [sig       ] [2233/3546] Forecasting NMG...
[2025-12-29T20:27:59.932638] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-29T20:27:59.932669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-29T20:27:59.944542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-29T20:27:59.944925] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-29T20:27:59.945804] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-29T20:27:59.945859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:27:59.945891] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:27:59.945917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:27:59.945975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:00.008480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:00.009547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:00.009649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:00.009682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:00.132031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:00.132185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:00.132224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:00.132253] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:00.135683] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-29T20:28:00.135959] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-29T20:28:00.136086] [INFO ] [sig       ] NMG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:00.280411] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NMG.txt
[2025-12-29T20:28:00.280557] [INFO ] [sig       ] [2233/3546] Completed NMG in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:28:00.280622] [INFO ] [sig       ] [2234/3546] Forecasting NMI...
[2025-12-29T20:28:00.280654] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-29T20:28:00.280684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-29T20:28:00.291886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-29T20:28:00.292217] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-29T20:28:00.293147] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-29T20:28:00.293202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:00.293234] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:00.293260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:00.293319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:00.362527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:00.363637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:00.363723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:00.363757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:00.479687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:00.479842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:00.479883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:00.479911] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:00.483310] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-29T20:28:00.483633] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-29T20:28:00.483770] [INFO ] [sig       ] NMI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:00.623478] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NMI.txt
[2025-12-29T20:28:00.623659] [INFO ] [sig       ] [2234/3546] Completed NMI in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:28:00.623716] [INFO ] [sig       ] [2235/3546] Forecasting NMIH...
[2025-12-29T20:28:00.623746] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-29T20:28:00.623775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-29T20:28:00.635884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-29T20:28:00.636394] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-29T20:28:00.637382] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-29T20:28:00.637435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:00.637466] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:00.637491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:00.637548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:00.698235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:00.699115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:00.699199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:00.699233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:00.812624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:00.812779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:00.812819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:00.812846] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:00.816219] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2025-12-29T20:28:00.816492] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-29T20:28:00.816634] [INFO ] [sig       ] NMIH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:00.957108] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NMIH.txt
[2025-12-29T20:28:00.957256] [INFO ] [sig       ] [2235/3546] Completed NMIH in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-29T20:28:00.957296] [INFO ] [sig       ] [2236/3546] Forecasting NMM...
[2025-12-29T20:28:00.957325] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-29T20:28:00.957354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-29T20:28:00.968274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-29T20:28:00.968608] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-29T20:28:00.969407] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-29T20:28:00.969459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:00.969490] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:00.969517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:00.969596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:01.026950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:01.027719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:01.027834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:01.027875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:01.145887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:01.146050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:01.146089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:01.146117] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:01.149920] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-29T20:28:01.150331] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-29T20:28:01.150484] [INFO ] [sig       ] NMM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:01.292812] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NMM.txt
[2025-12-29T20:28:01.293823] [INFO ] [sig       ] [2236/3546] Completed NMM in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-29T20:28:01.293873] [INFO ] [sig       ] [2237/3546] Forecasting NMRA...
[2025-12-29T20:28:01.293903] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-29T20:28:01.293933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-29T20:28:01.304618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-29T20:28:01.304895] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-29T20:28:01.305686] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-29T20:28:01.305739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:01.305770] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:01.305797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:01.305854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:01.363870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:01.364632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:01.364713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:01.364746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:01.481039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:01.481180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:01.481218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:01.481247] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:01.484525] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-12-29T20:28:01.484811] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-29T20:28:01.484934] [INFO ] [sig       ] NMRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:01.627933] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NMRA.txt
[2025-12-29T20:28:01.628065] [INFO ] [sig       ] [2237/3546] Completed NMRA in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-29T20:28:01.628104] [INFO ] [sig       ] [2238/3546] Forecasting NMRK...
[2025-12-29T20:28:01.628132] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-29T20:28:01.628160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-29T20:28:01.640297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-29T20:28:01.640605] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-29T20:28:01.641379] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-29T20:28:01.641432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:01.641463] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:01.641490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:01.641548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:01.700072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:01.701180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:01.701262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:01.701294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:01.829140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:01.829309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:01.829351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:01.829382] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:01.833027] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-12-29T20:28:01.833356] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-29T20:28:01.833496] [INFO ] [sig       ] NMRK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:01.981406] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NMRK.txt
[2025-12-29T20:28:01.981564] [INFO ] [sig       ] [2238/3546] Completed NMRK in 0.4s | 2.88 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-29T20:28:01.981623] [INFO ] [sig       ] [2239/3546] Forecasting NN...
[2025-12-29T20:28:01.981654] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-29T20:28:01.981684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-29T20:28:01.998475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-29T20:28:01.999050] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-29T20:28:02.000618] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-29T20:28:02.000720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:02.000774] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:02.000814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:02.000920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:02.076441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:02.077373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:02.077462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:02.077497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:02.199196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:02.199386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:02.199448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:02.199497] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:02.203698] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-29T20:28:02.204039] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-29T20:28:02.204186] [INFO ] [sig       ] NN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:02.355202] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NN.txt
[2025-12-29T20:28:02.355393] [INFO ] [sig       ] [2239/3546] Completed NN in 0.4s | 2.88 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-29T20:28:02.355435] [INFO ] [sig       ] [2240/3546] Forecasting NNDM...
[2025-12-29T20:28:02.355465] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-29T20:28:02.355495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-29T20:28:02.366925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-29T20:28:02.367250] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-29T20:28:02.368065] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-29T20:28:02.368118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:02.368151] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:02.368178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:02.368236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:02.426989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:02.427872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:02.427959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:02.427992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:02.550900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:02.551062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:02.551103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:02.551134] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:02.554642] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-12-29T20:28:02.554934] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-29T20:28:02.555067] [INFO ] [sig       ] NNDM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:02.701701] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NNDM.txt
[2025-12-29T20:28:02.701832] [INFO ] [sig       ] [2240/3546] Completed NNDM in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-29T20:28:02.701872] [INFO ] [sig       ] [2241/3546] Forecasting NNE...
[2025-12-29T20:28:02.701901] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-29T20:28:02.701931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-29T20:28:02.713001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-29T20:28:02.713282] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-29T20:28:02.714082] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-29T20:28:02.714169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:02.714203] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:02.714230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:02.714288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:02.770880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:02.771480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:02.771556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:02.771605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:02.892189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:02.892324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:02.892361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:02.892388] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:02.895697] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-29T20:28:02.895962] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-29T20:28:02.896092] [INFO ] [sig       ] NNE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:03.036852] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NNE.txt
[2025-12-29T20:28:03.037176] [INFO ] [sig       ] [2241/3546] Completed NNE in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-29T20:28:03.037215] [INFO ] [sig       ] [2242/3546] Forecasting NNI...
[2025-12-29T20:28:03.037246] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-29T20:28:03.037276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-29T20:28:03.049058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-29T20:28:03.049462] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-29T20:28:03.050309] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-29T20:28:03.050365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:03.050398] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:03.050425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:03.050484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:03.107757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:03.108616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:03.108697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:03.108729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:03.225898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:03.226055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:03.226093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:03.226128] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:03.229559] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-12-29T20:28:03.229878] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-29T20:28:03.230014] [INFO ] [sig       ] NNI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:03.374917] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NNI.txt
[2025-12-29T20:28:03.375061] [INFO ] [sig       ] [2242/3546] Completed NNI in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-29T20:28:03.375099] [INFO ] [sig       ] [2243/3546] Forecasting NNN...
[2025-12-29T20:28:03.375129] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-29T20:28:03.375159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-29T20:28:03.385770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-29T20:28:03.386028] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-29T20:28:03.386813] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-29T20:28:03.386866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:03.386921] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:03.386955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:03.387033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:03.450501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:03.451359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:03.451479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:03.451515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:03.570798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:03.570933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:03.570970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:03.570997] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:03.574330] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-12-29T20:28:03.574614] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-29T20:28:03.574748] [INFO ] [sig       ] NNN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:03.715029] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NNN.txt
[2025-12-29T20:28:03.715159] [INFO ] [sig       ] [2243/3546] Completed NNN in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:03.715205] [INFO ] [sig       ] [2244/3546] Forecasting NNOX...
[2025-12-29T20:28:03.715234] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-29T20:28:03.715264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-29T20:28:03.726545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-29T20:28:03.726841] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-29T20:28:03.727626] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-29T20:28:03.727678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:03.727709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:03.727734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:03.727792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:03.784888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:03.785491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:03.785568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:03.785619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:03.908681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:03.908846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:03.908886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:03.908912] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:03.913018] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-12-29T20:28:03.913483] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-29T20:28:03.913626] [INFO ] [sig       ] NNOX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:04.054920] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NNOX.txt
[2025-12-29T20:28:04.055046] [INFO ] [sig       ] [2244/3546] Completed NNOX in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:04.055090] [INFO ] [sig       ] [2245/3546] Forecasting NNY...
[2025-12-29T20:28:04.055120] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-29T20:28:04.055149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-29T20:28:04.066132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-29T20:28:04.066525] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-29T20:28:04.067416] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-29T20:28:04.067471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:04.067503] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:04.067530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:04.067606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:04.128342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:04.129414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:04.129496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:04.129529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:04.239864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:04.240010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:04.240049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:04.240078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:04.243997] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-29T20:28:04.244272] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-29T20:28:04.244397] [INFO ] [sig       ] NNY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:04.385112] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NNY.txt
[2025-12-29T20:28:04.385270] [INFO ] [sig       ] [2245/3546] Completed NNY in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:04.385310] [INFO ] [sig       ] [2246/3546] Forecasting NOA...
[2025-12-29T20:28:04.385338] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-29T20:28:04.385368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-29T20:28:04.397367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-29T20:28:04.397718] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-29T20:28:04.398501] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-29T20:28:04.398553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:04.398603] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:04.398632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:04.398689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:04.457439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:04.458463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:04.458547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:04.458598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:04.585739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:04.585893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:04.585933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:04.586024] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:04.590546] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-12-29T20:28:04.590893] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-29T20:28:04.591047] [INFO ] [sig       ] NOA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:04.732778] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NOA.txt
[2025-12-29T20:28:04.732910] [INFO ] [sig       ] [2246/3546] Completed NOA in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:04.732953] [INFO ] [sig       ] [2247/3546] Forecasting NOAH...
[2025-12-29T20:28:04.732982] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-29T20:28:04.733011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-29T20:28:04.743948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-29T20:28:04.744249] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-29T20:28:04.745046] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-29T20:28:04.745099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:04.745130] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:04.745156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:04.745213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:04.805170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:04.806383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:04.806490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:04.806524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:04.923679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:04.923817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:04.923854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:04.923882] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:04.927193] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=61.83%)
[2025-12-29T20:28:04.927459] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-29T20:28:04.927613] [INFO ] [sig       ] NOAH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:05.067748] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NOAH.txt
[2025-12-29T20:28:05.067891] [INFO ] [sig       ] [2247/3546] Completed NOAH in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:05.067930] [INFO ] [sig       ] [2248/3546] Forecasting NODK...
[2025-12-29T20:28:05.067958] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-29T20:28:05.067987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-29T20:28:05.078061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-29T20:28:05.078321] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-29T20:28:05.079161] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-29T20:28:05.079215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:05.079247] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:05.079273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:05.079332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:05.137420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:05.138068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:05.138146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:05.138179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:05.235618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:05.235750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:05.235804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:05.235835] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:05.239186] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-29T20:28:05.239461] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-29T20:28:05.239617] [INFO ] [sig       ] NODK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:05.379295] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NODK.txt
[2025-12-29T20:28:05.379430] [INFO ] [sig       ] [2248/3546] Completed NODK in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:05.379469] [INFO ] [sig       ] [2249/3546] Forecasting NOG...
[2025-12-29T20:28:05.379496] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-29T20:28:05.379526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-29T20:28:05.390185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-29T20:28:05.390452] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-29T20:28:05.391248] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-29T20:28:05.391300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:05.391332] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:05.391358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:05.391415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:05.449459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:05.450096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:05.450172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:05.450204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:05.566039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:05.566179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:05.566217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:05.566244] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:05.569541] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-12-29T20:28:05.569833] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-29T20:28:05.569955] [INFO ] [sig       ] NOG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:05.710445] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NOG.txt
[2025-12-29T20:28:05.710588] [INFO ] [sig       ] [2249/3546] Completed NOG in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:05.710631] [INFO ] [sig       ] [2250/3546] Forecasting NOMD...
[2025-12-29T20:28:05.710660] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-29T20:28:05.710689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-29T20:28:05.722653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-29T20:28:05.722940] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-29T20:28:05.723742] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-29T20:28:05.723793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:05.723825] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:05.723852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:05.723910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:05.781591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:05.782255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:05.782333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:05.782366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:05.901261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:05.901403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:05.901440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:05.901469] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:05.904764] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-12-29T20:28:05.905041] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-29T20:28:05.905163] [INFO ] [sig       ] NOMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:06.045656] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NOMD.txt
[2025-12-29T20:28:06.045782] [INFO ] [sig       ] [2250/3546] Completed NOMD in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:06.045822] [INFO ] [sig       ] [2251/3546] Forecasting NOTE...
[2025-12-29T20:28:06.045850] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-29T20:28:06.045879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-29T20:28:06.056929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-29T20:28:06.057238] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-29T20:28:06.058026] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-29T20:28:06.058078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:06.058110] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:06.058136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:06.058195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:06.118713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:06.119413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:06.119494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:06.119528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:06.239182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:06.239324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:06.239362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:06.239391] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:06.242723] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-29T20:28:06.243002] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-29T20:28:06.243125] [INFO ] [sig       ] NOTE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:06.383199] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NOTE.txt
[2025-12-29T20:28:06.383342] [INFO ] [sig       ] [2251/3546] Completed NOTE in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:06.383380] [INFO ] [sig       ] [2252/3546] Forecasting NPCE...
[2025-12-29T20:28:06.383409] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-29T20:28:06.383438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-29T20:28:06.394713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-29T20:28:06.394994] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-29T20:28:06.395926] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-29T20:28:06.395980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:06.396022] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:06.396051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:06.396110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:06.453308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:06.453940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:06.454017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:06.454050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:06.570862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:06.571001] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:28:06.571038] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:06.571067] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:06.574343] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-29T20:28:06.574630] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-29T20:28:06.574754] [INFO ] [sig       ] NPCE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:06.714031] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NPCE.txt
[2025-12-29T20:28:06.714188] [INFO ] [sig       ] [2252/3546] Completed NPCE in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:06.714226] [INFO ] [sig       ] [2253/3546] Forecasting NPFD...
[2025-12-29T20:28:06.714256] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-29T20:28:06.714285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-29T20:28:06.725326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-29T20:28:06.725623] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-29T20:28:06.726395] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-29T20:28:06.726446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:06.726477] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:06.726505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:06.726566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:06.783876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:06.784530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:06.784653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:06.784685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:06.901808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:06.901969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:06.902009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:06.902038] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:06.905444] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-29T20:28:06.905751] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-29T20:28:06.905884] [INFO ] [sig       ] NPFD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:07.046446] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NPFD.txt
[2025-12-29T20:28:07.046617] [INFO ] [sig       ] [2253/3546] Completed NPFD in 0.3s | 2.88 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-29T20:28:07.046658] [INFO ] [sig       ] [2254/3546] Forecasting NPK...
[2025-12-29T20:28:07.046688] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-29T20:28:07.046719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-29T20:28:07.057752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-29T20:28:07.058120] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-29T20:28:07.058971] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-29T20:28:07.059030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:07.059063] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:07.059090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:07.059150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:07.118046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:07.118861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:07.118941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:07.118976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:07.237645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:07.237792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:07.237829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:07.237857] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:07.241205] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=53.28%)
[2025-12-29T20:28:07.241477] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-29T20:28:07.241619] [INFO ] [sig       ] NPK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:07.386239] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NPK.txt
[2025-12-29T20:28:07.386394] [INFO ] [sig       ] [2254/3546] Completed NPK in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-29T20:28:07.386435] [INFO ] [sig       ] [2255/3546] Forecasting NPO...
[2025-12-29T20:28:07.386463] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-29T20:28:07.386493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-29T20:28:07.397354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-29T20:28:07.397649] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-29T20:28:07.398423] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-29T20:28:07.398475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:07.398506] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:07.398533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:07.398609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:07.460209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:07.460892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:07.460969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:07.461004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:07.577920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:07.578055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:07.578091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:07.578119] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:07.581418] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-29T20:28:07.581705] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-29T20:28:07.581829] [INFO ] [sig       ] NPO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:07.721931] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NPO.txt
[2025-12-29T20:28:07.722059] [INFO ] [sig       ] [2255/3546] Completed NPO in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-29T20:28:07.722098] [INFO ] [sig       ] [2256/3546] Forecasting NQP...
[2025-12-29T20:28:07.722153] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-29T20:28:07.722186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-29T20:28:07.733369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-29T20:28:07.733702] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-29T20:28:07.734496] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-29T20:28:07.734550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:07.734606] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:07.734636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:07.734694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:07.793781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:07.794593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:07.794673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:07.794705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:07.912174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:07.912314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:07.912352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:07.912382] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:07.915685] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-29T20:28:07.915954] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-29T20:28:07.916081] [INFO ] [sig       ] NQP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:08.056598] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NQP.txt
[2025-12-29T20:28:08.056745] [INFO ] [sig       ] [2256/3546] Completed NQP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-29T20:28:08.056785] [INFO ] [sig       ] [2257/3546] Forecasting NRC...
[2025-12-29T20:28:08.056814] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-29T20:28:08.056843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-29T20:28:08.067953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-29T20:28:08.068214] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-29T20:28:08.069022] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-29T20:28:08.069075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:08.069106] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:08.069133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:08.069190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:08.125630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:08.126226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:08.126304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:08.126335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:08.242984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:08.243141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:08.243179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:08.243215] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:08.246513] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-12-29T20:28:08.246798] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-29T20:28:08.246921] [INFO ] [sig       ] NRC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:08.385393] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NRC.txt
[2025-12-29T20:28:08.385528] [INFO ] [sig       ] [2257/3546] Completed NRC in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-29T20:28:08.385584] [INFO ] [sig       ] [2258/3546] Forecasting NRDS...
[2025-12-29T20:28:08.385616] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-29T20:28:08.385647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-29T20:28:08.397031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-29T20:28:08.397302] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-29T20:28:08.398093] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-29T20:28:08.398145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:08.398176] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:08.398202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:08.398260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:08.455513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:08.456170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:08.456250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:08.456282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:08.573114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:08.573263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:08.573301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:08.573329] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:08.576662] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=78.82%)
[2025-12-29T20:28:08.576930] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-29T20:28:08.577051] [INFO ] [sig       ] NRDS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:08.717104] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NRDS.txt
[2025-12-29T20:28:08.717226] [INFO ] [sig       ] [2258/3546] Completed NRDS in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-29T20:28:08.717263] [INFO ] [sig       ] [2259/3546] Forecasting NREF...
[2025-12-29T20:28:08.717294] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-29T20:28:08.717323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-29T20:28:08.728937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-29T20:28:08.729208] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-29T20:28:08.730004] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-29T20:28:08.730057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:08.730089] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:08.730115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:08.730173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:08.786898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:08.787568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:08.787663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:08.787696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:08.906651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:08.906798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:08.906835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:08.906882] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:08.910257] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-29T20:28:08.910524] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-29T20:28:08.910667] [INFO ] [sig       ] NREF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:09.051738] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NREF.txt
[2025-12-29T20:28:09.051867] [INFO ] [sig       ] [2259/3546] Completed NREF in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-29T20:28:09.051905] [INFO ] [sig       ] [2260/3546] Forecasting NRG...
[2025-12-29T20:28:09.051936] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-29T20:28:09.051968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-29T20:28:09.063181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-29T20:28:09.063471] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-29T20:28:09.064262] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-29T20:28:09.064314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:09.064370] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:09.064399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:09.064458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:09.121341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:09.122062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:09.122142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:09.122174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:09.242915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:09.243067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:09.243106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:09.243135] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:09.246436] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-29T20:28:09.246722] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-29T20:28:09.246850] [INFO ] [sig       ] NRG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:09.386687] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NRG.txt
[2025-12-29T20:28:09.386832] [INFO ] [sig       ] [2260/3546] Completed NRG in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:09.386872] [INFO ] [sig       ] [2261/3546] Forecasting NRIM...
[2025-12-29T20:28:09.386901] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-29T20:28:09.386930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-29T20:28:09.398638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-29T20:28:09.398999] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-29T20:28:09.399811] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-29T20:28:09.399863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:09.399895] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:09.399921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:09.399979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:09.457074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:09.457712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:09.457789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:09.457834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:09.578276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:09.578419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:09.578459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:09.578487] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:09.582093] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-29T20:28:09.582405] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-29T20:28:09.582566] [INFO ] [sig       ] NRIM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:09.736489] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NRIM.txt
[2025-12-29T20:28:09.736645] [INFO ] [sig       ] [2261/3546] Completed NRIM in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:09.736689] [INFO ] [sig       ] [2262/3546] Forecasting NRIX...
[2025-12-29T20:28:09.736720] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-29T20:28:09.736750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-29T20:28:09.749062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-29T20:28:09.749402] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-29T20:28:09.750341] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-29T20:28:09.750404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:09.750442] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:09.750473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:09.750549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:09.815469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:09.816530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:09.816654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:09.816689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:09.949748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:09.949902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:09.949940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:09.949968] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:09.953287] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-29T20:28:09.953555] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-29T20:28:09.953699] [INFO ] [sig       ] NRIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:10.106136] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NRIX.txt
[2025-12-29T20:28:10.106294] [INFO ] [sig       ] [2262/3546] Completed NRIX in 0.4s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:10.106333] [INFO ] [sig       ] [2263/3546] Forecasting NRK...
[2025-12-29T20:28:10.106367] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-29T20:28:10.106406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-29T20:28:10.117718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-29T20:28:10.118051] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-29T20:28:10.118902] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-29T20:28:10.118956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:10.118988] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:10.119014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:10.119085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:10.176424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:10.177245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:10.177326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:10.177358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:10.292098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:10.292249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:10.292287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:10.292365] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:10.295709] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-29T20:28:10.295981] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-29T20:28:10.296109] [INFO ] [sig       ] NRK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:10.437179] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NRK.txt
[2025-12-29T20:28:10.437340] [INFO ] [sig       ] [2263/3546] Completed NRK in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:10.437380] [INFO ] [sig       ] [2264/3546] Forecasting NRP...
[2025-12-29T20:28:10.437409] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-29T20:28:10.437439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-29T20:28:10.449068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-29T20:28:10.449442] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-29T20:28:10.450300] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-29T20:28:10.450352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:10.450384] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:10.450410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:10.450467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:10.508563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:10.509443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:10.509524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:10.509556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:10.628218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:10.628379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:10.628420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:10.628447] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:10.632248] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-29T20:28:10.632526] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-29T20:28:10.632678] [INFO ] [sig       ] NRP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:10.777010] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NRP.txt
[2025-12-29T20:28:10.777166] [INFO ] [sig       ] [2264/3546] Completed NRP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:10.777205] [INFO ] [sig       ] [2265/3546] Forecasting NRXP...
[2025-12-29T20:28:10.777235] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-29T20:28:10.777265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-29T20:28:10.788743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-29T20:28:10.789058] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-29T20:28:10.789839] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-29T20:28:10.789902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:10.789934] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:10.789960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:10.790021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:10.847445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:10.848204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:10.848288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:10.848320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:10.966278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:10.966420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:10.966456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:10.966485] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:10.969834] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-29T20:28:10.970103] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-29T20:28:10.970227] [INFO ] [sig       ] NRXP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:11.113140] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NRXP.txt
[2025-12-29T20:28:11.113265] [INFO ] [sig       ] [2265/3546] Completed NRXP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:11.113303] [INFO ] [sig       ] [2266/3546] Forecasting NSC...
[2025-12-29T20:28:11.113333] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-29T20:28:11.113363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-29T20:28:11.124644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-29T20:28:11.124919] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-29T20:28:11.125704] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-29T20:28:11.125756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:11.125787] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:11.125813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:11.125870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:11.182647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:11.183370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:11.183448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:11.183480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:11.307901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:11.308062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:11.308101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:11.308130] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:11.311497] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-12-29T20:28:11.311787] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-29T20:28:11.311934] [INFO ] [sig       ] NSC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:11.455211] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NSC.txt
[2025-12-29T20:28:11.455605] [INFO ] [sig       ] [2266/3546] Completed NSC in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:11.455652] [INFO ] [sig       ] [2267/3546] Forecasting NSP...
[2025-12-29T20:28:11.455692] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-29T20:28:11.455725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-29T20:28:11.468957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-29T20:28:11.469301] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-29T20:28:11.470204] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-29T20:28:11.470261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:11.470295] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:11.470323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:11.470383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:11.528247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:11.528995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:11.529080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:11.529116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:11.650704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:11.650858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:11.650901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:11.650931] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:11.654372] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-29T20:28:11.654672] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-29T20:28:11.654821] [INFO ] [sig       ] NSP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:11.799919] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NSP.txt
[2025-12-29T20:28:11.800086] [INFO ] [sig       ] [2267/3546] Completed NSP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:11.800131] [INFO ] [sig       ] [2268/3546] Forecasting NSSC...
[2025-12-29T20:28:11.800161] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-29T20:28:11.800191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-29T20:28:11.811593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-29T20:28:11.811920] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-29T20:28:11.812749] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-29T20:28:11.812804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:11.812836] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:11.812864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:11.812922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:11.871337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:11.872166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:11.872249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:11.872282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:11.994031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:11.994177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:11.994214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:11.994242] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:11.997526] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=77.89%)
[2025-12-29T20:28:11.997809] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-29T20:28:11.997933] [INFO ] [sig       ] NSSC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:12.139461] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NSSC.txt
[2025-12-29T20:28:12.139612] [INFO ] [sig       ] [2268/3546] Completed NSSC in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:12.139656] [INFO ] [sig       ] [2269/3546] Forecasting NTAP...
[2025-12-29T20:28:12.139684] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-29T20:28:12.139712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-29T20:28:12.151472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-29T20:28:12.151781] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-29T20:28:12.152771] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-29T20:28:12.152823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:12.152854] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:12.152880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:12.152937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:12.210711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:12.211333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:12.211410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:12.211441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:12.333383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:12.333523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:12.333560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:12.333607] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:12.336943] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-29T20:28:12.337209] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-29T20:28:12.337333] [INFO ] [sig       ] NTAP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:12.477951] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NTAP.txt
[2025-12-29T20:28:12.478108] [INFO ] [sig       ] [2269/3546] Completed NTAP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:12.478151] [INFO ] [sig       ] [2270/3546] Forecasting NTB...
[2025-12-29T20:28:12.478182] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-29T20:28:12.478213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-29T20:28:12.489500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-29T20:28:12.489792] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-29T20:28:12.490555] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-29T20:28:12.490625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:12.490657] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:12.490683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:12.490740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:12.548090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:12.548752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:12.548885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:12.548920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:12.665773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:12.665924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:12.665965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:12.665994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:12.669391] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=36.96%)
[2025-12-29T20:28:12.669705] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-29T20:28:12.669834] [INFO ] [sig       ] NTB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:12.810550] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NTB.txt
[2025-12-29T20:28:12.810696] [INFO ] [sig       ] [2270/3546] Completed NTB in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:12.810735] [INFO ] [sig       ] [2271/3546] Forecasting NTES...
[2025-12-29T20:28:12.810763] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-29T20:28:12.810791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-29T20:28:12.822213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-29T20:28:12.822499] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-29T20:28:12.823480] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-29T20:28:12.823532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:12.823563] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:12.823611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:12.823669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:12.882303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:12.882955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:12.883033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:12.883066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:13.004417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:13.004562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:13.004621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:13.004651] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:13.008055] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-29T20:28:13.008331] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-29T20:28:13.008461] [INFO ] [sig       ] NTES: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:13.150233] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NTES.txt
[2025-12-29T20:28:13.150358] [INFO ] [sig       ] [2271/3546] Completed NTES in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-29T20:28:13.150419] [INFO ] [sig       ] [2272/3546] Forecasting NTIC...
[2025-12-29T20:28:13.150453] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-29T20:28:13.150485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-29T20:28:13.162116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-29T20:28:13.162430] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-29T20:28:13.163249] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-29T20:28:13.163305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:13.163337] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:13.163365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:13.163425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:13.221829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:13.222470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:13.222550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:13.222602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:13.331249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:13.331394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:13.331432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:13.331460] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:13.334736] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-12-29T20:28:13.335000] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-29T20:28:13.335122] [INFO ] [sig       ] NTIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:13.476118] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NTIC.txt
[2025-12-29T20:28:13.476246] [INFO ] [sig       ] [2272/3546] Completed NTIC in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-29T20:28:13.476286] [INFO ] [sig       ] [2273/3546] Forecasting NTLA...
[2025-12-29T20:28:13.476315] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-29T20:28:13.476344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-29T20:28:13.487697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-29T20:28:13.487995] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-29T20:28:13.488829] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-29T20:28:13.488884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:13.488917] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:13.488945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:13.489004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:13.547013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:13.547697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:13.547777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:13.547811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:13.670717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:13.670871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:13.670914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:13.670945] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:13.674367] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-29T20:28:13.674683] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-29T20:28:13.674816] [INFO ] [sig       ] NTLA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:13.815083] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NTLA.txt
[2025-12-29T20:28:13.815244] [INFO ] [sig       ] [2273/3546] Completed NTLA in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-29T20:28:13.815285] [INFO ] [sig       ] [2274/3546] Forecasting NTNX...
[2025-12-29T20:28:13.815314] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-29T20:28:13.815345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-29T20:28:13.826456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-29T20:28:13.826766] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-29T20:28:13.827557] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-29T20:28:13.827630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:13.827663] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:13.827690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:13.827748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:13.891391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:13.892176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:13.892257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:13.892290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:14.014506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:14.014669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:14.014709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:14.014738] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:14.018129] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-29T20:28:14.018398] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-29T20:28:14.018523] [INFO ] [sig       ] NTNX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:14.159724] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NTNX.txt
[2025-12-29T20:28:14.159853] [INFO ] [sig       ] [2274/3546] Completed NTNX in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-29T20:28:14.159892] [INFO ] [sig       ] [2275/3546] Forecasting NTRA...
[2025-12-29T20:28:14.159920] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-29T20:28:14.159950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-29T20:28:14.171458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-29T20:28:14.171773] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-29T20:28:14.172552] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-29T20:28:14.172622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:14.172655] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:14.172683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:14.172742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:14.232975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:14.233664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:14.233746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:14.233778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:14.356651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:14.356793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:14.356834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:14.356863] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:14.360246] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=37.07%)
[2025-12-29T20:28:14.360515] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-29T20:28:14.360656] [INFO ] [sig       ] NTRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:14.511915] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NTRA.txt
[2025-12-29T20:28:14.512095] [INFO ] [sig       ] [2275/3546] Completed NTRA in 0.4s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-29T20:28:14.512141] [INFO ] [sig       ] [2276/3546] Forecasting NTRB...
[2025-12-29T20:28:14.512175] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-29T20:28:14.512205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-29T20:28:14.523210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-29T20:28:14.523545] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-29T20:28:14.524341] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-29T20:28:14.524404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:14.524437] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:14.524464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:14.524522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:14.583553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:14.584371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:14.584452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:14.584484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:14.697306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:14.697649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:14.697690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:14.697718] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:14.701160] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-29T20:28:14.701424] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-29T20:28:14.701548] [INFO ] [sig       ] NTRB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:14.846769] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NTRB.txt
[2025-12-29T20:28:14.846905] [INFO ] [sig       ] [2276/3546] Completed NTRB in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-29T20:28:14.846944] [INFO ] [sig       ] [2277/3546] Forecasting NTRS...
[2025-12-29T20:28:14.846973] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-29T20:28:14.847002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-29T20:28:14.860012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-29T20:28:14.860292] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-29T20:28:14.861096] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-29T20:28:14.861149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:14.861206] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:14.861234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:14.861292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:14.930514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:14.931699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:14.931810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:14.931857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:15.052377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:15.052529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:15.052585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:15.052617] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:15.055951] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=20.45%)
[2025-12-29T20:28:15.056221] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-29T20:28:15.056346] [INFO ] [sig       ] NTRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:15.196164] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NTRS.txt
[2025-12-29T20:28:15.196293] [INFO ] [sig       ] [2277/3546] Completed NTRS in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:15.196332] [INFO ] [sig       ] [2278/3546] Forecasting NTRSO...
[2025-12-29T20:28:15.196362] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-29T20:28:15.196391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-29T20:28:15.208092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-29T20:28:15.208379] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-29T20:28:15.209195] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-29T20:28:15.209247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:15.209278] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:15.209305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:15.209362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:15.266222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:15.266903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:15.266982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:15.267014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:15.385089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:15.385239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:15.385282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:15.385311] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:15.388866] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-29T20:28:15.389141] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-29T20:28:15.389267] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:15.528435] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NTRSO.txt
[2025-12-29T20:28:15.528792] [INFO ] [sig       ] [2278/3546] Completed NTRSO in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:15.528837] [INFO ] [sig       ] [2279/3546] Forecasting NUKK...
[2025-12-29T20:28:15.528867] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-29T20:28:15.528895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-29T20:28:15.540959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-29T20:28:15.541284] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-29T20:28:15.542090] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-29T20:28:15.542143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:15.542175] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:15.542200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:15.542256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:15.600385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:15.601041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:15.601119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:15.601150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:15.719316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:15.719471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:15.719511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:15.719541] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:15.722980] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-29T20:28:15.723261] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-29T20:28:15.723387] [INFO ] [sig       ] NUKK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:15.863633] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NUKK.txt
[2025-12-29T20:28:15.863774] [INFO ] [sig       ] [2279/3546] Completed NUKK in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:15.863819] [INFO ] [sig       ] [2280/3546] Forecasting NUS...
[2025-12-29T20:28:15.863849] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-29T20:28:15.863882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-29T20:28:15.874822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-29T20:28:15.875099] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-29T20:28:15.875887] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-29T20:28:15.875939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:15.875970] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:15.875997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:15.876053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:15.933355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:15.934087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:15.934169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:15.934202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:16.061470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:16.061632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:16.061673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:16.061731] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:16.065057] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-29T20:28:16.065326] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-29T20:28:16.065451] [INFO ] [sig       ] NUS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:16.215100] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NUS.txt
[2025-12-29T20:28:16.215243] [INFO ] [sig       ] [2280/3546] Completed NUS in 0.4s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:16.215282] [INFO ] [sig       ] [2281/3546] Forecasting NUTX...
[2025-12-29T20:28:16.215311] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-29T20:28:16.215341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-29T20:28:16.228411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-29T20:28:16.228908] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-29T20:28:16.230017] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-29T20:28:16.230082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:16.230121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:16.230153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:16.230229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:16.291733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:16.292587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:16.292672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:16.292705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:16.415372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:16.415528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:16.415583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:16.415613] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:16.419025] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=39.65%)
[2025-12-29T20:28:16.419320] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-29T20:28:16.419451] [INFO ] [sig       ] NUTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:16.602487] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NUTX.txt
[2025-12-29T20:28:16.602667] [INFO ] [sig       ] [2281/3546] Completed NUTX in 0.4s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:16.602710] [INFO ] [sig       ] [2282/3546] Forecasting NUVB...
[2025-12-29T20:28:16.602741] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-29T20:28:16.602771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-29T20:28:16.614507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-29T20:28:16.614917] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-29T20:28:16.615840] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-29T20:28:16.615894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:16.615925] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:16.615951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:16.616011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:16.674097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:16.675055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:16.675144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:16.675177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:16.825055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:16.825255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:16.825320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:16.825370] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:16.830600] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-29T20:28:16.831127] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-29T20:28:16.831346] [INFO ] [sig       ] NUVB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:17.041034] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NUVB.txt
[2025-12-29T20:28:17.041209] [INFO ] [sig       ] [2282/3546] Completed NUVB in 0.4s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:17.041252] [INFO ] [sig       ] [2283/3546] Forecasting NUVL...
[2025-12-29T20:28:17.041283] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-29T20:28:17.041314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-29T20:28:17.053977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-29T20:28:17.054408] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-29T20:28:17.055376] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-29T20:28:17.055433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:17.055466] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:17.055493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:17.055552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:17.117462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:17.118434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:17.118528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:17.118563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:17.260094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:17.260301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:17.260389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:17.260441] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:17.265874] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-29T20:28:17.266402] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-29T20:28:17.266660] [INFO ] [sig       ] NUVL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:17.475891] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NUVL.txt
[2025-12-29T20:28:17.476117] [INFO ] [sig       ] [2283/3546] Completed NUVL in 0.4s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:17.476183] [INFO ] [sig       ] [2284/3546] Forecasting NUWE...
[2025-12-29T20:28:17.476233] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-29T20:28:17.476283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-29T20:28:17.495260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-29T20:28:17.495756] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-29T20:28:17.496846] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-29T20:28:17.496912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:17.496954] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:17.496990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:17.497069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:17.574591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:17.575717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:17.575823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:17.575866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:17.730413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:17.730617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:17.730674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:17.730712] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:17.735334] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2025-12-29T20:28:17.735757] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-29T20:28:17.735936] [INFO ] [sig       ] NUWE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:17.912598] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NUWE.txt
[2025-12-29T20:28:17.912818] [INFO ] [sig       ] [2284/3546] Completed NUWE in 0.4s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:17.912873] [INFO ] [sig       ] [2285/3546] Forecasting NVAX...
[2025-12-29T20:28:17.912914] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-29T20:28:17.912953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-29T20:28:17.928875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-29T20:28:17.929324] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-29T20:28:17.930730] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-29T20:28:17.930792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:17.930828] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:17.930858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:17.930932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:17.999614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:18.000562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:18.000667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:18.000703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:18.126904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:18.127065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:18.127107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:18.127137] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:18.130617] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-12-29T20:28:18.130900] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-29T20:28:18.131032] [INFO ] [sig       ] NVAX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:18.275089] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVAX.txt
[2025-12-29T20:28:18.275222] [INFO ] [sig       ] [2285/3546] Completed NVAX in 0.4s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:18.275261] [INFO ] [sig       ] [2286/3546] Forecasting NVD...
[2025-12-29T20:28:18.275291] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-29T20:28:18.275320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-29T20:28:18.286831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-29T20:28:18.287152] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-29T20:28:18.288050] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-29T20:28:18.288105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:18.288138] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:18.288166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:18.288225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:18.348173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:18.349112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:18.349195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:18.349230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:18.465143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:18.465306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:18.465347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:18.465378] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:18.468928] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-29T20:28:18.469219] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-29T20:28:18.469399] [INFO ] [sig       ] NVD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:18.613349] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NVD.txt
[2025-12-29T20:28:18.613511] [INFO ] [sig       ] [2286/3546] Completed NVD in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:18.613552] [INFO ] [sig       ] [2287/3546] Forecasting NVDA...
[2025-12-29T20:28:18.613605] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-29T20:28:18.613644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-29T20:28:18.625502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-29T20:28:18.625941] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-29T20:28:18.626861] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-29T20:28:18.626931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:18.626979] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:18.627010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:18.627069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:18.687638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:18.688485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:18.688625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:18.688670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:18.815642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:18.815793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:18.815834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:18.815863] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:18.819350] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-12-29T20:28:18.819691] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-29T20:28:18.819831] [INFO ] [sig       ] NVDA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:18.962902] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NVDA.txt
[2025-12-29T20:28:18.963031] [INFO ] [sig       ] [2287/3546] Completed NVDA in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-29T20:28:18.963071] [INFO ] [sig       ] [2288/3546] Forecasting NVDD...
[2025-12-29T20:28:18.963099] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-29T20:28:18.963128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-29T20:28:18.974897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-29T20:28:18.975219] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-29T20:28:18.976074] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-29T20:28:18.976129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:18.976162] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:18.976190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:18.976249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:19.036231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:19.037115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:19.037201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:19.037242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:19.165433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:19.165603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:19.165646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:19.165675] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:19.169176] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-12-29T20:28:19.169452] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-29T20:28:19.169603] [INFO ] [sig       ] NVDD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:19.313495] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVDD.txt
[2025-12-29T20:28:19.313640] [INFO ] [sig       ] [2288/3546] Completed NVDD in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-29T20:28:19.313680] [INFO ] [sig       ] [2289/3546] Forecasting NVDL...
[2025-12-29T20:28:19.313711] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-29T20:28:19.313740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-29T20:28:19.324923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-29T20:28:19.325252] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-29T20:28:19.326146] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-29T20:28:19.326200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:19.326232] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:19.326260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:19.326320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:19.383821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:19.384692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:19.384778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:19.384811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:19.505115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:19.505270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:19.505317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:19.505352] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:19.508689] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-12-29T20:28:19.508983] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-29T20:28:19.509114] [INFO ] [sig       ] NVDL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:19.652747] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NVDL.txt
[2025-12-29T20:28:19.652899] [INFO ] [sig       ] [2289/3546] Completed NVDL in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-29T20:28:19.652939] [INFO ] [sig       ] [2290/3546] Forecasting NVDS...
[2025-12-29T20:28:19.652969] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-29T20:28:19.652998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-29T20:28:19.664301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-29T20:28:19.664641] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-29T20:28:19.665424] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-29T20:28:19.665477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:19.665508] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:19.665533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:19.665612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:19.725114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:19.725982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:19.726065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:19.726097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:19.848153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:19.848312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:19.848351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:19.848379] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:19.851774] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=19.87%)
[2025-12-29T20:28:19.852043] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-29T20:28:19.852169] [INFO ] [sig       ] NVDS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:19.991545] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVDS.txt
[2025-12-29T20:28:19.991739] [INFO ] [sig       ] [2290/3546] Completed NVDS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-29T20:28:19.991786] [INFO ] [sig       ] [2291/3546] Forecasting NVEC...
[2025-12-29T20:28:19.991817] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-29T20:28:19.991847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-29T20:28:20.003078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-29T20:28:20.003484] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-29T20:28:20.004496] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-29T20:28:20.004552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:20.004619] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:20.004653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:20.004714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:20.061534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:20.062404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:20.062486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:20.062518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:20.180865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:20.181032] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:28:20.181071] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:20.181099] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:20.184591] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-12-29T20:28:20.184896] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-29T20:28:20.185029] [INFO ] [sig       ] NVEC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:20.326611] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVEC.txt
[2025-12-29T20:28:20.326760] [INFO ] [sig       ] [2291/3546] Completed NVEC in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-29T20:28:20.326799] [INFO ] [sig       ] [2292/3546] Forecasting NVG...
[2025-12-29T20:28:20.326829] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-29T20:28:20.326860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-29T20:28:20.338414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-29T20:28:20.338820] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-29T20:28:20.339677] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-29T20:28:20.339730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:20.339761] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:20.339789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:20.339846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:20.395988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:20.396747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:20.396828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:20.396860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:20.518946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:20.519101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:20.519141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:20.519169] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:20.522518] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=80.40%)
[2025-12-29T20:28:20.522822] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-29T20:28:20.522969] [INFO ] [sig       ] NVG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:20.663385] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NVG.txt
[2025-12-29T20:28:20.663537] [INFO ] [sig       ] [2292/3546] Completed NVG in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-29T20:28:20.663594] [INFO ] [sig       ] [2293/3546] Forecasting NVGS...
[2025-12-29T20:28:20.663627] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-29T20:28:20.663656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-29T20:28:20.675040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-29T20:28:20.675362] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-29T20:28:20.676183] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-29T20:28:20.676236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:20.676269] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:20.676299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:20.676356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:20.736112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:20.737023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:20.737119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:20.737153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:20.859331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:20.859487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:20.859526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:20.859555] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:20.862972] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-29T20:28:20.863264] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-29T20:28:20.863395] [INFO ] [sig       ] NVGS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:21.002877] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVGS.txt
[2025-12-29T20:28:21.003030] [INFO ] [sig       ] [2293/3546] Completed NVGS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-29T20:28:21.003071] [INFO ] [sig       ] [2294/3546] Forecasting NVMI...
[2025-12-29T20:28:21.003102] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-29T20:28:21.003141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-29T20:28:21.014800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-29T20:28:21.015138] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-29T20:28:21.015968] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-29T20:28:21.016023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:21.016082] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:21.016114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:21.016191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:21.074474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:21.075419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:21.075508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:21.075542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:21.192382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:21.192541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:21.192603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:21.192665] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:21.196172] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-29T20:28:21.196465] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-29T20:28:21.196619] [INFO ] [sig       ] NVMI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:21.339435] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVMI.txt
[2025-12-29T20:28:21.339629] [INFO ] [sig       ] [2294/3546] Completed NVMI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-29T20:28:21.339674] [INFO ] [sig       ] [2295/3546] Forecasting NVO...
[2025-12-29T20:28:21.339704] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-29T20:28:21.339733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-29T20:28:21.351680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-29T20:28:21.352087] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-29T20:28:21.353029] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-29T20:28:21.353094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:21.353141] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:21.353183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:21.353268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:21.418826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:21.419746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:21.419837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:21.419870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:21.540417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:21.540620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:21.540708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:21.540750] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:21.544667] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-12-29T20:28:21.544990] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-29T20:28:21.545129] [INFO ] [sig       ] NVO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:21.686558] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NVO.txt
[2025-12-29T20:28:21.686735] [INFO ] [sig       ] [2295/3546] Completed NVO in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:21.686774] [INFO ] [sig       ] [2296/3546] Forecasting NVRI...
[2025-12-29T20:28:21.686803] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-29T20:28:21.686831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-29T20:28:21.698200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-29T20:28:21.698525] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-29T20:28:21.699361] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-29T20:28:21.699413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:21.699444] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:21.699469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:21.699526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:21.755552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:21.756342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:21.756439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:21.756473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:21.881320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:21.881481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:21.881522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:21.881549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:21.885112] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-12-29T20:28:21.885432] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-29T20:28:21.885596] [INFO ] [sig       ] NVRI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:22.028128] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVRI.txt
[2025-12-29T20:28:22.028283] [INFO ] [sig       ] [2296/3546] Completed NVRI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:22.028322] [INFO ] [sig       ] [2297/3546] Forecasting NVS...
[2025-12-29T20:28:22.028352] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-29T20:28:22.028382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-29T20:28:22.040835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-29T20:28:22.041132] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-29T20:28:22.042072] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-29T20:28:22.042125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:22.042157] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:22.042184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:22.042241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:22.101780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:22.102651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:22.102774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:22.102809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:22.227066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:22.227240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:22.227287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:22.227352] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:22.231308] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-29T20:28:22.231737] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-29T20:28:22.231893] [INFO ] [sig       ] NVS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:22.381460] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVS.txt
[2025-12-29T20:28:22.381664] [INFO ] [sig       ] [2297/3546] Completed NVS in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:22.381719] [INFO ] [sig       ] [2298/3546] Forecasting NVTS...
[2025-12-29T20:28:22.381763] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-29T20:28:22.381809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-29T20:28:22.395709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-29T20:28:22.396127] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-29T20:28:22.396978] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-29T20:28:22.397043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:22.397090] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:22.397133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:22.397194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:22.462670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:22.463597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:22.463689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:22.463722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:22.580242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:22.580403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:22.580450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:22.580484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:22.583826] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-29T20:28:22.584098] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-29T20:28:22.584221] [INFO ] [sig       ] NVTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:22.724528] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NVTS.txt
[2025-12-29T20:28:22.724684] [INFO ] [sig       ] [2298/3546] Completed NVTS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:22.724724] [INFO ] [sig       ] [2299/3546] Forecasting NWBI...
[2025-12-29T20:28:22.724753] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-29T20:28:22.724782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-29T20:28:22.738882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-29T20:28:22.739423] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-29T20:28:22.740335] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-29T20:28:22.740388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:22.740422] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:22.740458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:22.740537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:22.799348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:22.800383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:22.800507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:22.800545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:22.922536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:22.922935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:22.922983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:22.923012] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:22.927060] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-12-29T20:28:22.927421] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-29T20:28:22.927611] [INFO ] [sig       ] NWBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:23.073205] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NWBI.txt
[2025-12-29T20:28:23.073375] [INFO ] [sig       ] [2299/3546] Completed NWBI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:23.073420] [INFO ] [sig       ] [2300/3546] Forecasting NWE...
[2025-12-29T20:28:23.073448] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-29T20:28:23.073482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-29T20:28:23.086797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-29T20:28:23.087164] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-29T20:28:23.088027] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-29T20:28:23.088080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:23.088111] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:23.088136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:23.088192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:23.144847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:23.145817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:23.145911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:23.145945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:23.268241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:23.268409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:23.268450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:23.268478] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:23.272027] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-29T20:28:23.272316] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-29T20:28:23.272453] [INFO ] [sig       ] NWE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:23.418624] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NWE.txt
[2025-12-29T20:28:23.418798] [INFO ] [sig       ] [2300/3546] Completed NWE in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:23.418838] [INFO ] [sig       ] [2301/3546] Forecasting NWFL...
[2025-12-29T20:28:23.418867] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-29T20:28:23.418896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-29T20:28:23.430247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-29T20:28:23.430657] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-29T20:28:23.431447] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-29T20:28:23.431500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:23.431531] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:23.431558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:23.431640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:23.489293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:23.490213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:23.490302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:23.490335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:23.603085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:23.603290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:23.603353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:23.603394] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:23.607941] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-29T20:28:23.608249] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-29T20:28:23.608389] [INFO ] [sig       ] NWFL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:23.756648] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NWFL.txt
[2025-12-29T20:28:23.756812] [INFO ] [sig       ] [2301/3546] Completed NWFL in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:23.756854] [INFO ] [sig       ] [2302/3546] Forecasting NWG...
[2025-12-29T20:28:23.756884] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-29T20:28:23.756920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-29T20:28:23.769195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-29T20:28:23.769610] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-29T20:28:23.770455] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-29T20:28:23.770515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:23.770547] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:23.770593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:23.770656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:23.827450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:23.828271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:23.828385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:23.828426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:23.950231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:23.950390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:23.950430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:23.950459] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:23.953960] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-29T20:28:23.954248] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-29T20:28:23.954377] [INFO ] [sig       ] NWG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:24.101972] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NWG.txt
[2025-12-29T20:28:24.102122] [INFO ] [sig       ] [2302/3546] Completed NWG in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:24.102161] [INFO ] [sig       ] [2303/3546] Forecasting NWL...
[2025-12-29T20:28:24.102190] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-29T20:28:24.102220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-29T20:28:24.115499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-29T20:28:24.116179] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-29T20:28:24.117447] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-29T20:28:24.117525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:24.117567] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:24.117637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:24.117893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:24.183705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:24.184823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:24.184917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:24.184953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:24.315872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:24.316033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:24.316075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:24.316106] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:24.319655] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2025-12-29T20:28:24.319951] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-29T20:28:24.320126] [INFO ] [sig       ] NWL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:24.467043] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NWL.txt
[2025-12-29T20:28:24.467220] [INFO ] [sig       ] [2303/3546] Completed NWL in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:24.467278] [INFO ] [sig       ] [2304/3546] Forecasting NWPX...
[2025-12-29T20:28:24.467318] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-29T20:28:24.467358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-29T20:28:24.479284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-29T20:28:24.479643] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-29T20:28:24.480466] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-29T20:28:24.480519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:24.480553] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:24.480602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:24.480683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:24.541693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:24.542514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:24.542665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:24.542698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:24.663111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:24.663271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:24.663310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:24.663339] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:24.666726] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2025-12-29T20:28:24.667015] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-29T20:28:24.667149] [INFO ] [sig       ] NWPX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:24.806147] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NWPX.txt
[2025-12-29T20:28:24.806285] [INFO ] [sig       ] [2304/3546] Completed NWPX in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:24.806324] [INFO ] [sig       ] [2305/3546] Forecasting NWS...
[2025-12-29T20:28:24.806353] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-29T20:28:24.806383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-29T20:28:24.817325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-29T20:28:24.817644] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-29T20:28:24.818417] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-29T20:28:24.818469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:24.818500] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:24.818526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:24.818605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:24.879824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:24.880755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:24.880843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:24.880875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:25.006256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:25.006413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:25.006454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:25.006483] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:25.010829] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-12-29T20:28:25.011154] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-29T20:28:25.011310] [INFO ] [sig       ] NWS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:25.169368] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NWS.txt
[2025-12-29T20:28:25.169531] [INFO ] [sig       ] [2305/3546] Completed NWS in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-29T20:28:25.169590] [INFO ] [sig       ] [2306/3546] Forecasting NWSA...
[2025-12-29T20:28:25.169624] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-29T20:28:25.169655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-29T20:28:25.182216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-29T20:28:25.182553] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-29T20:28:25.183433] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-29T20:28:25.183491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:25.183536] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:25.183589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:25.183669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:25.249207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:25.250196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:25.250293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:25.250340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:25.375438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:25.375627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:25.375669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:25.375697] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:25.379172] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2025-12-29T20:28:25.379453] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-29T20:28:25.379600] [INFO ] [sig       ] NWSA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:25.522452] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NWSA.txt
[2025-12-29T20:28:25.522630] [INFO ] [sig       ] [2306/3546] Completed NWSA in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-29T20:28:25.522674] [INFO ] [sig       ] [2307/3546] Forecasting NX...
[2025-12-29T20:28:25.522706] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-29T20:28:25.522736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-29T20:28:25.534470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-29T20:28:25.534818] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-29T20:28:25.535654] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-29T20:28:25.535707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:25.535739] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:25.535767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:25.535833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:25.592787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:25.593548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:25.593648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:25.593681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:25.734975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:25.735160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:25.735209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:25.735247] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:25.739135] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=89.03%)
[2025-12-29T20:28:25.739439] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-29T20:28:25.739590] [INFO ] [sig       ] NX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:25.881141] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NX.txt
[2025-12-29T20:28:25.881322] [INFO ] [sig       ] [2307/3546] Completed NX in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-29T20:28:25.881365] [INFO ] [sig       ] [2308/3546] Forecasting NXC...
[2025-12-29T20:28:25.881394] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-29T20:28:25.881425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-29T20:28:25.893031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-29T20:28:25.893383] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-29T20:28:25.894196] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-29T20:28:25.894250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:25.894282] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:25.894309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:25.894369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:25.951270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:25.952094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:25.952181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:25.952215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:26.057029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:26.057183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:26.057222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:26.057251] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:26.060809] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-29T20:28:26.061086] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-29T20:28:26.061215] [INFO ] [sig       ] NXC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:26.204433] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NXC.txt
[2025-12-29T20:28:26.204608] [INFO ] [sig       ] [2308/3546] Completed NXC in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-29T20:28:26.204650] [INFO ] [sig       ] [2309/3546] Forecasting NXE...
[2025-12-29T20:28:26.204679] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-29T20:28:26.204709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-29T20:28:26.216004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-29T20:28:26.216312] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-29T20:28:26.217139] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-29T20:28:26.217192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:26.217222] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:26.217249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:26.217307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:26.276465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:26.277593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:26.277677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:26.277709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:26.400365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:26.400527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:26.400583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:26.400615] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:26.404050] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=49.96%)
[2025-12-29T20:28:26.404325] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-29T20:28:26.404459] [INFO ] [sig       ] NXE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:26.543165] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NXE.txt
[2025-12-29T20:28:26.543299] [INFO ] [sig       ] [2309/3546] Completed NXE in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-29T20:28:26.543338] [INFO ] [sig       ] [2310/3546] Forecasting NXG...
[2025-12-29T20:28:26.543367] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-29T20:28:26.543395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-29T20:28:26.554267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-29T20:28:26.554555] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-29T20:28:26.555342] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-29T20:28:26.555395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:26.555429] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:26.555456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:26.555513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:26.613172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:26.614030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:26.614112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:26.614145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:26.733019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:26.733179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:26.733217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:26.733246] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:26.736650] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=19.13%)
[2025-12-29T20:28:26.736936] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-29T20:28:26.737066] [INFO ] [sig       ] NXG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:26.883817] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NXG.txt
[2025-12-29T20:28:26.883996] [INFO ] [sig       ] [2310/3546] Completed NXG in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-29T20:28:26.884036] [INFO ] [sig       ] [2311/3546] Forecasting NXGL...
[2025-12-29T20:28:26.884066] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-29T20:28:26.884096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-29T20:28:26.896082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-29T20:28:26.896449] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-29T20:28:26.897293] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-29T20:28:26.897357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:26.897417] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:26.897447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:26.897505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:26.955723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:26.956443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:26.956527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:26.956560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:27.070059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:27.070217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:27.070257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:27.070286] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:27.073745] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-29T20:28:27.074023] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-29T20:28:27.074150] [INFO ] [sig       ] NXGL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:27.220293] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NXGL.txt
[2025-12-29T20:28:27.220436] [INFO ] [sig       ] [2311/3546] Completed NXGL in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-29T20:28:27.220476] [INFO ] [sig       ] [2312/3546] Forecasting NXP...
[2025-12-29T20:28:27.220505] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-29T20:28:27.220534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-29T20:28:27.232598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-29T20:28:27.232903] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-29T20:28:27.233751] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-29T20:28:27.233805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:27.233836] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:27.233862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:27.233920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:27.294119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:27.294980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:27.295070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:27.295109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:27.415031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:27.415184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:27.415224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:27.415253] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:27.418878] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-29T20:28:27.419156] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-29T20:28:27.419284] [INFO ] [sig       ] NXP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:27.568817] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NXP.txt
[2025-12-29T20:28:27.568980] [INFO ] [sig       ] [2312/3546] Completed NXP in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:27.569020] [INFO ] [sig       ] [2313/3546] Forecasting NXPI...
[2025-12-29T20:28:27.569048] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-29T20:28:27.569078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-29T20:28:27.580969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-29T20:28:27.581276] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-29T20:28:27.582096] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-29T20:28:27.582149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:27.582180] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:27.582206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:27.582262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:27.642169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:27.642911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:27.643002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:27.643059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:27.766786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:27.766935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:27.766975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:27.767004] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:27.770479] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-29T20:28:27.770770] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-29T20:28:27.770898] [INFO ] [sig       ] NXPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:27.917158] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/NXPI.txt
[2025-12-29T20:28:27.917314] [INFO ] [sig       ] [2313/3546] Completed NXPI in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:27.917354] [INFO ] [sig       ] [2314/3546] Forecasting NYXH...
[2025-12-29T20:28:27.917384] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-29T20:28:27.917414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-29T20:28:27.928880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-29T20:28:27.929258] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-29T20:28:27.930089] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-29T20:28:27.930143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:27.930175] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:27.930202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:27.930260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:27.988532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:27.989353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:27.989433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:27.989464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:28.106638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:28.106789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:28.106829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:28.106887] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:28.110241] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-29T20:28:28.110511] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-29T20:28:28.110657] [INFO ] [sig       ] NYXH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:28.251997] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NYXH.txt
[2025-12-29T20:28:28.252154] [INFO ] [sig       ] [2314/3546] Completed NYXH in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:28.252201] [INFO ] [sig       ] [2315/3546] Forecasting NZF...
[2025-12-29T20:28:28.252232] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-29T20:28:28.252263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-29T20:28:28.264326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-29T20:28:28.264635] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-29T20:28:28.265405] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-29T20:28:28.265457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:28.265488] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:28.265514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:28.265588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:28.321689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:28.322390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:28.322469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:28.322501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:28.441105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:28.441248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:28.441287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:28.441314] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:28.444685] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-12-29T20:28:28.444964] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-29T20:28:28.445092] [INFO ] [sig       ] NZF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:28.588158] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/NZF.txt
[2025-12-29T20:28:28.588299] [INFO ] [sig       ] [2315/3546] Completed NZF in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:28.588340] [INFO ] [sig       ] [2316/3546] Forecasting OABI...
[2025-12-29T20:28:28.588369] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-29T20:28:28.588406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-29T20:28:28.599902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-29T20:28:28.600171] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-29T20:28:28.601012] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-29T20:28:28.601065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:28.601096] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:28.601122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:28.601187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:28.657801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:28.658741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:28.658870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:28.658905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:28.778774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:28.778935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:28.778978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:28.779006] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:28.782378] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-12-29T20:28:28.782674] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-29T20:28:28.782822] [INFO ] [sig       ] OABI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:28.921788] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OABI.txt
[2025-12-29T20:28:28.921917] [INFO ] [sig       ] [2316/3546] Completed OABI in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:28.921955] [INFO ] [sig       ] [2317/3546] Forecasting OBDC...
[2025-12-29T20:28:28.921983] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-29T20:28:28.922014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-29T20:28:28.933066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-29T20:28:28.933343] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-29T20:28:28.934143] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-29T20:28:28.934196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:28.934227] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:28.934253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:28.934310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:28.991382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:28.992235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:28.992319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:28.992352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:29.112099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:29.112256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:29.112295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:29.112323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:29.115683] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-29T20:28:29.115951] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-29T20:28:29.116074] [INFO ] [sig       ] OBDC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:29.260276] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OBDC.txt
[2025-12-29T20:28:29.260458] [INFO ] [sig       ] [2317/3546] Completed OBDC in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:29.260501] [INFO ] [sig       ] [2318/3546] Forecasting OBIL...
[2025-12-29T20:28:29.260533] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-29T20:28:29.260563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-29T20:28:29.271796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-29T20:28:29.272135] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-29T20:28:29.272972] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-29T20:28:29.273024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:29.273056] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:29.273082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:29.273139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:29.329739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:29.330570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:29.330681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:29.330713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:29.439716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:29.439874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:29.439941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:29.439975] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:29.443493] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-29T20:28:29.443800] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-29T20:28:29.443933] [INFO ] [sig       ] OBIL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:29.582292] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OBIL.txt
[2025-12-29T20:28:29.582434] [INFO ] [sig       ] [2318/3546] Completed OBIL in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:29.582476] [INFO ] [sig       ] [2319/3546] Forecasting OBIO...
[2025-12-29T20:28:29.582509] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-29T20:28:29.582539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-29T20:28:29.593889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-29T20:28:29.594172] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-29T20:28:29.594977] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-29T20:28:29.595031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:29.595062] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:29.595088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:29.595145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:29.653804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:29.654549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:29.654647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:29.654680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:29.772427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:29.772597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:29.772638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:29.772666] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:29.775974] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2025-12-29T20:28:29.776239] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-29T20:28:29.776363] [INFO ] [sig       ] OBIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:29.920267] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OBIO.txt
[2025-12-29T20:28:29.920426] [INFO ] [sig       ] [2319/3546] Completed OBIO in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:29.920465] [INFO ] [sig       ] [2320/3546] Forecasting OBK...
[2025-12-29T20:28:29.920495] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-29T20:28:29.920531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-29T20:28:29.931829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-29T20:28:29.932118] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-29T20:28:29.932957] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-29T20:28:29.933011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:29.933043] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:29.933070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:29.933128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:29.991095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:29.991852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:29.991965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:29.991999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:30.115156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:30.115309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:30.115347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:30.115375] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:30.119019] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-29T20:28:30.119284] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-29T20:28:30.119406] [INFO ] [sig       ] OBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:30.258228] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OBK.txt
[2025-12-29T20:28:30.258359] [INFO ] [sig       ] [2320/3546] Completed OBK in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:30.258397] [INFO ] [sig       ] [2321/3546] Forecasting OC...
[2025-12-29T20:28:30.258426] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-29T20:28:30.258456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-29T20:28:30.269225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-29T20:28:30.269506] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-29T20:28:30.270290] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-29T20:28:30.270342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:30.270373] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:30.270399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:30.270456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:30.326291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:30.326961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:30.327065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:30.327098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:30.445602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:30.445748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:30.445786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:30.445814] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:30.449179] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-12-29T20:28:30.449448] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-29T20:28:30.449593] [INFO ] [sig       ] OC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:30.600370] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OC.txt
[2025-12-29T20:28:30.600517] [INFO ] [sig       ] [2321/3546] Completed OC in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:30.600556] [INFO ] [sig       ] [2322/3546] Forecasting OCCI...
[2025-12-29T20:28:30.600603] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-29T20:28:30.600635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-29T20:28:30.611770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-29T20:28:30.612066] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-29T20:28:30.612864] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-29T20:28:30.612915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:30.612957] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:30.612985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:30.613042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:30.671770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:30.672543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:30.672646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:30.672680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:30.793177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:30.793335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:30.793372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:30.793400] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:30.796876] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-12-29T20:28:30.797163] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-29T20:28:30.797294] [INFO ] [sig       ] OCCI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:30.944964] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OCCI.txt
[2025-12-29T20:28:30.945100] [INFO ] [sig       ] [2322/3546] Completed OCCI in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-29T20:28:30.945139] [INFO ] [sig       ] [2323/3546] Forecasting OCFC...
[2025-12-29T20:28:30.945168] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-29T20:28:30.945197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-29T20:28:30.956361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-29T20:28:30.956756] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-29T20:28:30.957660] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-29T20:28:30.957716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:30.957749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:30.957777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:30.957835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:31.016164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:31.017003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:31.017086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:31.017119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:31.140321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:31.140474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:31.140520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:31.140556] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:31.144011] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-29T20:28:31.144288] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-29T20:28:31.144419] [INFO ] [sig       ] OCFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:31.292975] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OCFC.txt
[2025-12-29T20:28:31.293137] [INFO ] [sig       ] [2323/3546] Completed OCFC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-29T20:28:31.293191] [INFO ] [sig       ] [2324/3546] Forecasting OCGN...
[2025-12-29T20:28:31.293227] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-29T20:28:31.293268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-29T20:28:31.304560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-29T20:28:31.304987] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-29T20:28:31.305879] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-29T20:28:31.305934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:31.305967] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:31.305996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:31.306054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:31.362840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:31.363525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:31.363638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:31.363679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:31.487334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:31.487469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:31.487507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:31.487536] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:31.490992] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2025-12-29T20:28:31.491259] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-29T20:28:31.491386] [INFO ] [sig       ] OCGN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:31.639993] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OCGN.txt
[2025-12-29T20:28:31.640156] [INFO ] [sig       ] [2324/3546] Completed OCGN in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-29T20:28:31.640196] [INFO ] [sig       ] [2325/3546] Forecasting OCSL...
[2025-12-29T20:28:31.640226] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-29T20:28:31.640255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-29T20:28:31.652521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-29T20:28:31.652968] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-29T20:28:31.653962] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-29T20:28:31.654018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:31.654051] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:31.654079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:31.654138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:31.711826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:31.712728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:31.712810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:31.712843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:31.838171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:31.838320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:31.838359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:31.838387] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:31.841823] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=41.48%)
[2025-12-29T20:28:31.842091] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-29T20:28:31.842217] [INFO ] [sig       ] OCSL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:31.992325] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OCSL.txt
[2025-12-29T20:28:31.992487] [INFO ] [sig       ] [2325/3546] Completed OCSL in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-29T20:28:31.992527] [INFO ] [sig       ] [2326/3546] Forecasting OCUL...
[2025-12-29T20:28:31.992593] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-29T20:28:31.992628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-29T20:28:32.004490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-29T20:28:32.004861] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-29T20:28:32.006131] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-29T20:28:32.006186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:32.006218] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:32.006244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:32.006302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:32.067974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:32.068862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:32.068946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:32.068980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:32.191288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:32.191440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:32.191481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:32.191509] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:32.194987] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-29T20:28:32.195264] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-29T20:28:32.195393] [INFO ] [sig       ] OCUL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:32.340319] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OCUL.txt
[2025-12-29T20:28:32.340463] [INFO ] [sig       ] [2326/3546] Completed OCUL in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-29T20:28:32.340502] [INFO ] [sig       ] [2327/3546] Forecasting ODC...
[2025-12-29T20:28:32.340532] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-29T20:28:32.340562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-29T20:28:32.351735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-29T20:28:32.352049] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-29T20:28:32.352916] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-29T20:28:32.352970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:32.353002] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:32.353027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:32.353085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:32.410213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:32.410946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:32.411028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:32.411061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:32.528289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:32.528437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:32.528477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:32.528507] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:32.532258] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-29T20:28:32.532532] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-29T20:28:32.532679] [INFO ] [sig       ] ODC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:32.680935] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ODC.txt
[2025-12-29T20:28:32.681073] [INFO ] [sig       ] [2327/3546] Completed ODC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-29T20:28:32.681111] [INFO ] [sig       ] [2328/3546] Forecasting ODD...
[2025-12-29T20:28:32.681141] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-29T20:28:32.681170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-29T20:28:32.692802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-29T20:28:32.693111] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-29T20:28:32.693951] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-29T20:28:32.694005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:32.694061] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:32.694090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:32.694148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:32.753975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:32.754900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:32.754985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:32.755019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:32.878592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:32.878743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:32.878806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:32.878837] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:32.882349] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-29T20:28:32.882642] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-29T20:28:32.882770] [INFO ] [sig       ] ODD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:33.029728] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ODD.txt
[2025-12-29T20:28:33.029871] [INFO ] [sig       ] [2328/3546] Completed ODD in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-29T20:28:33.029911] [INFO ] [sig       ] [2329/3546] Forecasting ODFL...
[2025-12-29T20:28:33.029941] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-29T20:28:33.029971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-29T20:28:33.042134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-29T20:28:33.042428] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-29T20:28:33.043417] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-29T20:28:33.043469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:33.043500] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:33.043526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:33.043607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:33.105686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:33.106380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:33.106459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:33.106492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:33.237303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:33.237470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:33.237515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:33.237597] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:33.241552] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=34.63%)
[2025-12-29T20:28:33.241844] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-29T20:28:33.241980] [INFO ] [sig       ] ODFL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:33.401712] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ODFL.txt
[2025-12-29T20:28:33.401886] [INFO ] [sig       ] [2329/3546] Completed ODFL in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:33.401926] [INFO ] [sig       ] [2330/3546] Forecasting OEC...
[2025-12-29T20:28:33.401956] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-29T20:28:33.401987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-29T20:28:33.414053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-29T20:28:33.414420] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-29T20:28:33.415279] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-29T20:28:33.415333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:33.415365] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:33.415394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:33.415452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:33.473337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:33.474412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:33.474498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:33.474531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:33.597214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:33.597371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:33.597410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:33.597437] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:33.600868] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-29T20:28:33.601150] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-29T20:28:33.601280] [INFO ] [sig       ] OEC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:33.744399] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OEC.txt
[2025-12-29T20:28:33.744566] [INFO ] [sig       ] [2330/3546] Completed OEC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:33.744624] [INFO ] [sig       ] [2331/3546] Forecasting OESX...
[2025-12-29T20:28:33.744653] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-29T20:28:33.744684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-29T20:28:33.756267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-29T20:28:33.756681] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-29T20:28:33.757604] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-29T20:28:33.757670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:33.757708] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:33.757739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:33.757805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:33.816953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:33.817850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:33.817936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:33.817985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:33.939504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:33.939734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:33.939791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:33.939857] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:33.943482] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=94.71%)
[2025-12-29T20:28:33.943814] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-29T20:28:33.943954] [INFO ] [sig       ] OESX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:34.090244] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OESX.txt
[2025-12-29T20:28:34.090406] [INFO ] [sig       ] [2331/3546] Completed OESX in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:34.090445] [INFO ] [sig       ] [2332/3546] Forecasting OFG...
[2025-12-29T20:28:34.090475] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-29T20:28:34.090504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-29T20:28:34.102391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-29T20:28:34.102747] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-29T20:28:34.103530] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-29T20:28:34.103599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:34.103633] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:34.103659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:34.103717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:34.161411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:34.162420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:34.162521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:34.162561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:34.281949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:34.282104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:34.282145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:34.282173] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:34.286001] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-29T20:28:34.286322] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-29T20:28:34.286462] [INFO ] [sig       ] OFG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:34.431994] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OFG.txt
[2025-12-29T20:28:34.432152] [INFO ] [sig       ] [2332/3546] Completed OFG in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:34.432192] [INFO ] [sig       ] [2333/3546] Forecasting OFIX...
[2025-12-29T20:28:34.432221] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-29T20:28:34.432250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-29T20:28:34.443316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-29T20:28:34.443635] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-29T20:28:34.444432] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-29T20:28:34.444484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:34.444516] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:34.444542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:34.444639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:34.503719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:34.504559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:34.504661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:34.504694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:34.628666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:34.628865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:34.628913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:34.628943] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:34.632489] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-29T20:28:34.632776] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-29T20:28:34.632910] [INFO ] [sig       ] OFIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:34.771927] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OFIX.txt
[2025-12-29T20:28:34.772067] [INFO ] [sig       ] [2333/3546] Completed OFIX in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:34.772106] [INFO ] [sig       ] [2334/3546] Forecasting OFLX...
[2025-12-29T20:28:34.772134] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-29T20:28:34.772165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-29T20:28:34.784076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-29T20:28:34.784452] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-29T20:28:34.785290] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-29T20:28:34.785343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:34.785375] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:34.785402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:34.785462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:34.843126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:34.844016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:34.844102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:34.844135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:34.969903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:34.970059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:34.970098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:34.970125] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:34.973496] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-29T20:28:34.973800] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-29T20:28:34.973930] [INFO ] [sig       ] OFLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:35.115789] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OFLX.txt
[2025-12-29T20:28:35.115945] [INFO ] [sig       ] [2334/3546] Completed OFLX in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:35.115985] [INFO ] [sig       ] [2335/3546] Forecasting OFS...
[2025-12-29T20:28:35.116015] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-29T20:28:35.116046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-29T20:28:35.127750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-29T20:28:35.128307] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-29T20:28:35.129197] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-29T20:28:35.129250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:35.129281] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:35.129306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:35.129364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:35.186845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:35.187467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:35.187544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:35.187598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:35.307450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:35.307652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:35.307695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:35.307724] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:35.311248] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-29T20:28:35.311523] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-29T20:28:35.311666] [INFO ] [sig       ] OFS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:35.453322] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OFS.txt
[2025-12-29T20:28:35.453479] [INFO ] [sig       ] [2335/3546] Completed OFS in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:35.453518] [INFO ] [sig       ] [2336/3546] Forecasting OGE...
[2025-12-29T20:28:35.453548] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-29T20:28:35.453595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-29T20:28:35.465057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-29T20:28:35.465384] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-29T20:28:35.466193] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-29T20:28:35.466245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:35.466276] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:35.466302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:35.466360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:35.523751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:35.524616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:35.524705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:35.524738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:35.647715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:35.647869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:35.647920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:35.647953] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:35.651524] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=52.71%)
[2025-12-29T20:28:35.651848] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-29T20:28:35.651987] [INFO ] [sig       ] OGE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:35.794969] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OGE.txt
[2025-12-29T20:28:35.795106] [INFO ] [sig       ] [2336/3546] Completed OGE in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:35.795146] [INFO ] [sig       ] [2337/3546] Forecasting OGI...
[2025-12-29T20:28:35.795175] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-29T20:28:35.795205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-29T20:28:35.807039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-29T20:28:35.807348] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-29T20:28:35.808191] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-29T20:28:35.808244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:35.808276] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:35.808302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:35.808360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:35.866470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:35.867151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:35.867229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:35.867261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:35.993892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:35.994238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:35.994279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:35.994308] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:35.998343] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-29T20:28:35.998644] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-29T20:28:35.998819] [INFO ] [sig       ] OGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:36.152063] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OGI.txt
[2025-12-29T20:28:36.152225] [INFO ] [sig       ] [2337/3546] Completed OGI in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:36.152270] [INFO ] [sig       ] [2338/3546] Forecasting OGN...
[2025-12-29T20:28:36.152300] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-29T20:28:36.152331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-29T20:28:36.164227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-29T20:28:36.164538] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-29T20:28:36.165483] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-29T20:28:36.165538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:36.165588] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:36.165620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:36.165684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:36.227203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:36.228032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:36.228113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:36.228178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:36.360380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:36.360558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:36.360632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:36.360673] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:36.365841] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=72.38%)
[2025-12-29T20:28:36.366187] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-29T20:28:36.366350] [INFO ] [sig       ] OGN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:36.511129] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OGN.txt
[2025-12-29T20:28:36.511277] [INFO ] [sig       ] [2338/3546] Completed OGN in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:36.511318] [INFO ] [sig       ] [2339/3546] Forecasting OHI...
[2025-12-29T20:28:36.511348] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-29T20:28:36.511378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-29T20:28:36.523012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-29T20:28:36.523320] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-29T20:28:36.524129] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-29T20:28:36.524181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:36.524212] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:36.524239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:36.524296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:36.583941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:36.584732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:36.584815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:36.584849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:36.709746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:36.709911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:36.709956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:36.709991] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:36.713796] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-12-29T20:28:36.714078] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-29T20:28:36.714206] [INFO ] [sig       ] OHI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:36.865218] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OHI.txt
[2025-12-29T20:28:36.865372] [INFO ] [sig       ] [2339/3546] Completed OHI in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:36.865412] [INFO ] [sig       ] [2340/3546] Forecasting OI...
[2025-12-29T20:28:36.865440] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-29T20:28:36.865469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-29T20:28:36.877670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-29T20:28:36.877958] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-29T20:28:36.878855] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-29T20:28:36.878908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:36.878939] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:36.878966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:36.879024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:36.938250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:36.939315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:36.939399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:36.939432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:37.068585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:37.068740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:37.068796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:37.068826] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:37.072243] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-29T20:28:37.072533] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-29T20:28:37.072684] [INFO ] [sig       ] OI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:37.215750] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OI.txt
[2025-12-29T20:28:37.215892] [INFO ] [sig       ] [2340/3546] Completed OI in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-29T20:28:37.215931] [INFO ] [sig       ] [2341/3546] Forecasting OIA...
[2025-12-29T20:28:37.215960] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-29T20:28:37.215990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-29T20:28:37.227637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-29T20:28:37.227959] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-29T20:28:37.228755] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-29T20:28:37.228838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:37.228869] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:37.228896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:37.228954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:37.286449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:37.287282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:37.287365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:37.287398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:37.405691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:37.405861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:37.405900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:37.405928] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:37.409366] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=67.25%)
[2025-12-29T20:28:37.409671] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-29T20:28:37.409834] [INFO ] [sig       ] OIA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:37.551987] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OIA.txt
[2025-12-29T20:28:37.552147] [INFO ] [sig       ] [2341/3546] Completed OIA in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-29T20:28:37.552219] [INFO ] [sig       ] [2342/3546] Forecasting OII...
[2025-12-29T20:28:37.552251] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-29T20:28:37.552280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-29T20:28:37.564231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-29T20:28:37.564633] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-29T20:28:37.565446] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-29T20:28:37.565500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:37.565532] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:37.565560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:37.565649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:37.625629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:37.626450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:37.626537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:37.626570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:37.758719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:37.758906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:37.758968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:37.759012] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:37.763653] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-29T20:28:37.764043] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-29T20:28:37.764188] [INFO ] [sig       ] OII: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:37.917691] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OII.txt
[2025-12-29T20:28:37.917882] [INFO ] [sig       ] [2342/3546] Completed OII in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-29T20:28:37.917931] [INFO ] [sig       ] [2343/3546] Forecasting OIS...
[2025-12-29T20:28:37.917963] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-29T20:28:37.917996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-29T20:28:37.931275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-29T20:28:37.931667] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-29T20:28:37.933013] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-29T20:28:37.933070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:37.933103] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:37.933130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:37.933189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:37.994561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:37.995620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:37.995727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:37.995767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:38.123888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:38.124076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:38.124137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:38.124170] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:38.128180] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-29T20:28:38.128470] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-29T20:28:38.128623] [INFO ] [sig       ] OIS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:38.280696] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OIS.txt
[2025-12-29T20:28:38.280876] [INFO ] [sig       ] [2343/3546] Completed OIS in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-29T20:28:38.280917] [INFO ] [sig       ] [2344/3546] Forecasting OKE...
[2025-12-29T20:28:38.280948] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-29T20:28:38.280977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-29T20:28:38.293608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-29T20:28:38.293944] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-29T20:28:38.294793] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-29T20:28:38.294848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:38.294881] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:38.294909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:38.294973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:38.352410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:38.353149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:38.353230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:38.353263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:38.478129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:38.478267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:38.478307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:38.478336] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:38.481852] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-29T20:28:38.482123] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-29T20:28:38.482250] [INFO ] [sig       ] OKE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:38.624093] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OKE.txt
[2025-12-29T20:28:38.624255] [INFO ] [sig       ] [2344/3546] Completed OKE in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-29T20:28:38.624295] [INFO ] [sig       ] [2345/3546] Forecasting OKTA...
[2025-12-29T20:28:38.624334] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-29T20:28:38.624368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-29T20:28:38.637031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-29T20:28:38.637401] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-29T20:28:38.638293] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-29T20:28:38.638348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:38.638381] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:38.638439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:38.638502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:38.701211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:38.702048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:38.702145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:38.702181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:38.840496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:38.840669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:38.840717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:38.840752] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:38.844419] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-12-29T20:28:38.844730] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-29T20:28:38.844887] [INFO ] [sig       ] OKTA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:38.999021] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OKTA.txt
[2025-12-29T20:28:38.999186] [INFO ] [sig       ] [2345/3546] Completed OKTA in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-29T20:28:38.999231] [INFO ] [sig       ] [2346/3546] Forecasting OKYO...
[2025-12-29T20:28:38.999262] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-29T20:28:38.999293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-29T20:28:39.011802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-29T20:28:39.012209] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-29T20:28:39.013227] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-29T20:28:39.013282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:39.013326] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:39.013356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:39.013438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:39.076222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:39.077070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:39.077154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:39.077188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:39.203331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:39.203490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:39.203539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:39.203604] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:39.207200] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=29.30%)
[2025-12-29T20:28:39.207482] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-29T20:28:39.207633] [INFO ] [sig       ] OKYO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:39.358634] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OKYO.txt
[2025-12-29T20:28:39.358799] [INFO ] [sig       ] [2346/3546] Completed OKYO in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:39.358859] [INFO ] [sig       ] [2347/3546] Forecasting OLED...
[2025-12-29T20:28:39.358907] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-29T20:28:39.358941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-29T20:28:39.371304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-29T20:28:39.371644] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-29T20:28:39.372435] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-29T20:28:39.372487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:39.372519] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:39.372547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:39.372622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:39.431784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:39.432503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:39.432605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:39.432642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:39.556716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:39.556876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:39.556917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:39.556946] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:39.560853] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=46.37%)
[2025-12-29T20:28:39.561131] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-29T20:28:39.561261] [INFO ] [sig       ] OLED: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:39.707849] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OLED.txt
[2025-12-29T20:28:39.708175] [INFO ] [sig       ] [2347/3546] Completed OLED in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:39.708227] [INFO ] [sig       ] [2348/3546] Forecasting OLLI...
[2025-12-29T20:28:39.708260] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-29T20:28:39.708290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-29T20:28:39.721655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-29T20:28:39.721990] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-29T20:28:39.722807] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-29T20:28:39.722860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:39.722893] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:39.722921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:39.722980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:39.782219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:39.782970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:39.783053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:39.783085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:39.903338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:39.903490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:39.903528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:39.903556] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:39.906978] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=10.70%)
[2025-12-29T20:28:39.907251] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-29T20:28:39.907374] [INFO ] [sig       ] OLLI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:40.068131] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OLLI.txt
[2025-12-29T20:28:40.068345] [INFO ] [sig       ] [2348/3546] Completed OLLI in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:40.068409] [INFO ] [sig       ] [2349/3546] Forecasting OLMA...
[2025-12-29T20:28:40.068455] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-29T20:28:40.068503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-29T20:28:40.083309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-29T20:28:40.083835] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-29T20:28:40.084944] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-29T20:28:40.085009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:40.085053] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:40.085092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:40.085172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:40.155334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:40.156202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:40.156283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:40.156316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:40.284395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:40.284552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:40.284610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:40.284640] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:40.288045] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-29T20:28:40.288315] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-29T20:28:40.288442] [INFO ] [sig       ] OLMA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:40.435859] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OLMA.txt
[2025-12-29T20:28:40.436020] [INFO ] [sig       ] [2349/3546] Completed OLMA in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:40.436067] [INFO ] [sig       ] [2350/3546] Forecasting OLN...
[2025-12-29T20:28:40.436097] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-29T20:28:40.436129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-29T20:28:40.448160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-29T20:28:40.448532] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-29T20:28:40.449414] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-29T20:28:40.449469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:40.449501] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:40.449527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:40.449621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:40.507817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:40.508661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:40.508745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:40.508805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:40.625453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:40.625644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:40.625707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:40.625750] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:40.629230] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-29T20:28:40.629507] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-29T20:28:40.629658] [INFO ] [sig       ] OLN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:40.776334] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OLN.txt
[2025-12-29T20:28:40.776492] [INFO ] [sig       ] [2350/3546] Completed OLN in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:40.776532] [INFO ] [sig       ] [2351/3546] Forecasting OLP...
[2025-12-29T20:28:40.776563] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-29T20:28:40.776612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-29T20:28:40.788271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-29T20:28:40.788596] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-29T20:28:40.789452] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-29T20:28:40.789505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:40.789537] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:40.789563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:40.789648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:40.847637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:40.848478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:40.848563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:40.848627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:40.970108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:40.970277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:40.970317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:40.970345] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:40.974217] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-12-29T20:28:40.974601] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-29T20:28:40.974748] [INFO ] [sig       ] OLP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:41.119797] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OLP.txt
[2025-12-29T20:28:41.119956] [INFO ] [sig       ] [2351/3546] Completed OLP in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:41.119997] [INFO ] [sig       ] [2352/3546] Forecasting OLPX...
[2025-12-29T20:28:41.120027] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-29T20:28:41.120057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-29T20:28:41.131747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-29T20:28:41.132120] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-29T20:28:41.132939] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-29T20:28:41.132992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:41.133025] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:41.133052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:41.133111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:41.192500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:41.193342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:41.193425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:41.193457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:41.321555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:41.321724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:41.321763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:41.321792] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:41.325224] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-29T20:28:41.325502] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-29T20:28:41.325651] [INFO ] [sig       ] OLPX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:41.467026] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OLPX.txt
[2025-12-29T20:28:41.467184] [INFO ] [sig       ] [2352/3546] Completed OLPX in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:41.467223] [INFO ] [sig       ] [2353/3546] Forecasting OM...
[2025-12-29T20:28:41.467253] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-29T20:28:41.467282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-29T20:28:41.479481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-29T20:28:41.479873] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-29T20:28:41.480703] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-29T20:28:41.480762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:41.480800] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:41.480833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:41.480904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:41.540970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:41.541887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:41.541982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:41.542015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:41.668505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:41.668680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:41.668726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:41.668809] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:41.672492] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-29T20:28:41.672839] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-29T20:28:41.672987] [INFO ] [sig       ] OM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:41.821165] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OM.txt
[2025-12-29T20:28:41.821329] [INFO ] [sig       ] [2353/3546] Completed OM in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:41.821370] [INFO ] [sig       ] [2354/3546] Forecasting OMAB...
[2025-12-29T20:28:41.821402] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-29T20:28:41.821431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-29T20:28:41.833491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-29T20:28:41.833866] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-29T20:28:41.834724] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-29T20:28:41.834780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:41.834813] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:41.834840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:41.834899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:41.894125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:41.895024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:41.895120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:41.895154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:42.021734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:42.021887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:42.021927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:42.021956] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:42.025379] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=45.16%)
[2025-12-29T20:28:42.025690] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-29T20:28:42.025821] [INFO ] [sig       ] OMAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:42.167928] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OMAB.txt
[2025-12-29T20:28:42.168057] [INFO ] [sig       ] [2354/3546] Completed OMAB in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:42.168096] [INFO ] [sig       ] [2355/3546] Forecasting OMC...
[2025-12-29T20:28:42.168127] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-29T20:28:42.168157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-29T20:28:42.180174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-29T20:28:42.180597] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-29T20:28:42.181427] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-29T20:28:42.181481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:42.181513] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:42.181539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:42.181615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:42.243259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:42.244121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:42.244249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:42.244298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:42.368927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:42.369081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:42.369121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:42.369149] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:42.372478] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-29T20:28:42.372767] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-29T20:28:42.372896] [INFO ] [sig       ] OMC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:42.513646] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OMC.txt
[2025-12-29T20:28:42.513783] [INFO ] [sig       ] [2355/3546] Completed OMC in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:42.513822] [INFO ] [sig       ] [2356/3546] Forecasting OMCL...
[2025-12-29T20:28:42.513852] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-29T20:28:42.513882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-29T20:28:42.524549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-29T20:28:42.524859] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-29T20:28:42.525649] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-29T20:28:42.525702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:42.525733] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:42.525760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:42.525817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:42.582004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:42.582671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:42.582747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:42.582779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:42.705263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:42.705412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:42.705451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:42.705479] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:42.708820] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-29T20:28:42.709087] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-29T20:28:42.709209] [INFO ] [sig       ] OMCL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:42.847728] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OMCL.txt
[2025-12-29T20:28:42.847857] [INFO ] [sig       ] [2356/3546] Completed OMCL in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:42.847908] [INFO ] [sig       ] [2357/3546] Forecasting OMEX...
[2025-12-29T20:28:42.847939] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-29T20:28:42.847968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-29T20:28:42.858976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-29T20:28:42.859261] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-29T20:28:42.860051] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-29T20:28:42.860102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:42.860133] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:42.860171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:42.860230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:42.917958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:42.918745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:42.918876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:42.918912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:43.039065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:43.039217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:43.039257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:43.039286] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:43.042701] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=28.70%)
[2025-12-29T20:28:43.042977] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-29T20:28:43.043105] [INFO ] [sig       ] OMEX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:43.240480] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OMEX.txt
[2025-12-29T20:28:43.240632] [INFO ] [sig       ] [2357/3546] Completed OMEX in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-29T20:28:43.240674] [INFO ] [sig       ] [2358/3546] Forecasting OMF...
[2025-12-29T20:28:43.240704] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-29T20:28:43.240733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-29T20:28:43.253061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-29T20:28:43.253351] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-29T20:28:43.254169] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-29T20:28:43.254223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:43.254256] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:43.254284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:43.254344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:43.313339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:43.314023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:43.314104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:43.314138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:43.434971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:43.435120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:43.435159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:43.435190] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:43.438671] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: UP (p=62.66%)
[2025-12-29T20:28:43.439027] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-29T20:28:43.439164] [INFO ] [sig       ] OMF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:43.582153] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OMF.txt
[2025-12-29T20:28:43.582336] [INFO ] [sig       ] [2358/3546] Completed OMF in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-29T20:28:43.582377] [INFO ] [sig       ] [2359/3546] Forecasting OMI...
[2025-12-29T20:28:43.582407] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-29T20:28:43.582438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-29T20:28:43.593407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-29T20:28:43.593794] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-29T20:28:43.594642] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-29T20:28:43.594695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:43.594728] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:43.594754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:43.594812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:43.652772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:43.653654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:43.653746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:43.653781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:43.779481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:43.779661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:43.779704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:43.779734] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:43.783182] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-12-29T20:28:43.783478] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-29T20:28:43.783632] [INFO ] [sig       ] OMI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:43.928501] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OMI.txt
[2025-12-29T20:28:43.928695] [INFO ] [sig       ] [2359/3546] Completed OMI in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-29T20:28:43.928739] [INFO ] [sig       ] [2360/3546] Forecasting ON...
[2025-12-29T20:28:43.928798] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-29T20:28:43.928834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-29T20:28:43.940202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-29T20:28:43.940563] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-29T20:28:43.941389] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-29T20:28:43.941442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:43.941475] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:43.941503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:43.941562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:43.999968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:44.000862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:44.000951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:44.000984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:44.128300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:44.128455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:44.128494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:44.128522] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:44.131907] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2025-12-29T20:28:44.132189] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-29T20:28:44.132324] [INFO ] [sig       ] ON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:44.275375] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ON.txt
[2025-12-29T20:28:44.275534] [INFO ] [sig       ] [2360/3546] Completed ON in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-29T20:28:44.275592] [INFO ] [sig       ] [2361/3546] Forecasting ONB...
[2025-12-29T20:28:44.275624] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-29T20:28:44.275655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-29T20:28:44.287211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-29T20:28:44.287604] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-29T20:28:44.288450] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-29T20:28:44.288503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:44.288537] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:44.288564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:44.288644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:44.365711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:44.366942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:44.367062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:44.367123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:44.490343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:44.490495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:44.490534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:44.490562] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:44.493959] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=29.97%)
[2025-12-29T20:28:44.494245] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-29T20:28:44.494372] [INFO ] [sig       ] ONB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:44.635780] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ONB.txt
[2025-12-29T20:28:44.635936] [INFO ] [sig       ] [2361/3546] Completed ONB in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-29T20:28:44.635976] [INFO ] [sig       ] [2362/3546] Forecasting ONCO...
[2025-12-29T20:28:44.636006] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-29T20:28:44.636036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-29T20:28:44.647174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-29T20:28:44.647520] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-29T20:28:44.648478] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-29T20:28:44.648535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:44.648617] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:44.648648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:44.648709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:44.708448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:44.709367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:44.709454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:44.709489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:44.832473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:44.832654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:44.832697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:44.832728] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:44.836282] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-12-29T20:28:44.836600] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-29T20:28:44.836738] [INFO ] [sig       ] ONCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:44.984066] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ONCO.txt
[2025-12-29T20:28:44.984217] [INFO ] [sig       ] [2362/3546] Completed ONCO in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-29T20:28:44.984258] [INFO ] [sig       ] [2363/3546] Forecasting ONDS...
[2025-12-29T20:28:44.984288] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-29T20:28:44.984325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-29T20:28:44.995844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-29T20:28:44.996142] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-29T20:28:44.997008] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-29T20:28:44.997063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:44.997095] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:44.997124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:44.997183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:45.055153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:45.055797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:45.055878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:45.055911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:45.172133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:45.172271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:45.172309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:45.172337] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:45.175648] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=25.62%)
[2025-12-29T20:28:45.175934] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-29T20:28:45.176057] [INFO ] [sig       ] ONDS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:45.314191] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ONDS.txt
[2025-12-29T20:28:45.314318] [INFO ] [sig       ] [2363/3546] Completed ONDS in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-29T20:28:45.314356] [INFO ] [sig       ] [2364/3546] Forecasting ONEQ...
[2025-12-29T20:28:45.314385] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-29T20:28:45.314414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-29T20:28:45.325671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-29T20:28:45.325939] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-29T20:28:45.326730] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-29T20:28:45.326781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:45.326812] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:45.326838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:45.326895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:45.382796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:45.383381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:45.383459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:45.383490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:45.501027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:45.501340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:45.501378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:45.501406] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:45.505013] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-12-29T20:28:45.505278] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-29T20:28:45.505402] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:45.646215] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ONEQ.txt
[2025-12-29T20:28:45.646360] [INFO ] [sig       ] [2364/3546] Completed ONEQ in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:45.646398] [INFO ] [sig       ] [2365/3546] Forecasting ONL...
[2025-12-29T20:28:45.646426] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-29T20:28:45.646456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-29T20:28:45.658149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-29T20:28:45.658426] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-29T20:28:45.660326] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-29T20:28:45.660453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:45.660487] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:45.660515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:45.660611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:45.720519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:45.721464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:45.721551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:45.721601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:45.862441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:45.862637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:45.862694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:45.862778] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:45.867389] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=32.37%)
[2025-12-29T20:28:45.867771] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-29T20:28:45.867932] [INFO ] [sig       ] ONL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:46.010694] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ONL.txt
[2025-12-29T20:28:46.010829] [INFO ] [sig       ] [2365/3546] Completed ONL in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:46.010868] [INFO ] [sig       ] [2366/3546] Forecasting ONON...
[2025-12-29T20:28:46.010897] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-29T20:28:46.010926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-29T20:28:46.022021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-29T20:28:46.022279] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-29T20:28:46.023066] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-29T20:28:46.023119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:46.023151] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:46.023177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:46.023234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:46.080499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:46.081158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:46.081237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:46.081268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:46.202800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:46.202978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:46.203025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:46.203059] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:46.206405] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-29T20:28:46.206695] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-29T20:28:46.206819] [INFO ] [sig       ] ONON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:46.347561] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ONON.txt
[2025-12-29T20:28:46.347738] [INFO ] [sig       ] [2366/3546] Completed ONON in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:46.347779] [INFO ] [sig       ] [2367/3546] Forecasting ONTF...
[2025-12-29T20:28:46.347809] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-29T20:28:46.347838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-29T20:28:46.358917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-29T20:28:46.359263] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-29T20:28:46.360072] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-29T20:28:46.360124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:46.360154] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:46.360180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:46.360237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:46.420424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:46.421419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:46.421539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:46.421591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:46.544711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:46.544859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:46.544898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:46.544929] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:46.548441] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-29T20:28:46.548726] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-29T20:28:46.548885] [INFO ] [sig       ] ONTF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:46.690345] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ONTF.txt
[2025-12-29T20:28:46.690492] [INFO ] [sig       ] [2367/3546] Completed ONTF in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:46.690540] [INFO ] [sig       ] [2368/3546] Forecasting ONTO...
[2025-12-29T20:28:46.690589] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-29T20:28:46.690632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-29T20:28:46.702209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-29T20:28:46.702470] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-29T20:28:46.703297] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-29T20:28:46.703350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:46.703382] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:46.703409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:46.703467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:46.760634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:46.761306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:46.761388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:46.761421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:46.883444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:46.883626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:46.883669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:46.883698] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:46.887249] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-29T20:28:46.887594] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-29T20:28:46.887747] [INFO ] [sig       ] ONTO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:47.038162] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ONTO.txt
[2025-12-29T20:28:47.038355] [INFO ] [sig       ] [2368/3546] Completed ONTO in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:47.038400] [INFO ] [sig       ] [2369/3546] Forecasting OOMA...
[2025-12-29T20:28:47.038429] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-29T20:28:47.038459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-29T20:28:47.051986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-29T20:28:47.052341] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-29T20:28:47.053391] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-29T20:28:47.053453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:47.053496] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:47.053526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:47.053603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:47.118514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:47.119616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:47.119705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:47.119743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:47.247703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:47.247863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:47.247904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:47.247933] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:47.251994] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-29T20:28:47.252308] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-29T20:28:47.252445] [INFO ] [sig       ] OOMA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:47.403287] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OOMA.txt
[2025-12-29T20:28:47.403471] [INFO ] [sig       ] [2369/3546] Completed OOMA in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:47.403532] [INFO ] [sig       ] [2370/3546] Forecasting OPAD...
[2025-12-29T20:28:47.403594] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-29T20:28:47.403639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-29T20:28:47.415879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-29T20:28:47.416218] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-29T20:28:47.417053] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-29T20:28:47.417118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:47.417151] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:47.417178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:47.417237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:47.483121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:47.484212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:47.484297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:47.484330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:47.620154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:47.620322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:47.620367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:47.620396] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:47.623911] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2025-12-29T20:28:47.624210] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-29T20:28:47.624356] [INFO ] [sig       ] OPAD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:47.775231] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OPAD.txt
[2025-12-29T20:28:47.775388] [INFO ] [sig       ] [2370/3546] Completed OPAD in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:47.775430] [INFO ] [sig       ] [2371/3546] Forecasting OPAL...
[2025-12-29T20:28:47.775461] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-29T20:28:47.775491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-29T20:28:47.787870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-29T20:28:47.788193] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-29T20:28:47.789119] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-29T20:28:47.789181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:47.789216] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:47.789243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:47.789302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:47.851946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:47.852830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:47.852916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:47.852949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:47.979564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:47.979747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:47.979787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:47.979817] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:47.983388] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=39.96%)
[2025-12-29T20:28:47.983734] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-29T20:28:47.983899] [INFO ] [sig       ] OPAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:48.132011] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OPAL.txt
[2025-12-29T20:28:48.132174] [INFO ] [sig       ] [2371/3546] Completed OPAL in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:48.132213] [INFO ] [sig       ] [2372/3546] Forecasting OPBK...
[2025-12-29T20:28:48.132244] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-29T20:28:48.132272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-29T20:28:48.143550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-29T20:28:48.143874] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-29T20:28:48.144672] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-29T20:28:48.144724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:48.144755] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:48.144783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:48.144841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:48.201310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:48.202097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:48.202205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:48.202239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:48.324648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:48.324800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:48.324838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:48.324866] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:48.328207] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=24.33%)
[2025-12-29T20:28:48.328485] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-29T20:28:48.328630] [INFO ] [sig       ] OPBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:48.467733] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OPBK.txt
[2025-12-29T20:28:48.467866] [INFO ] [sig       ] [2372/3546] Completed OPBK in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:48.467905] [INFO ] [sig       ] [2373/3546] Forecasting OPCH...
[2025-12-29T20:28:48.467935] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-29T20:28:48.467964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-29T20:28:48.479848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-29T20:28:48.480289] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-29T20:28:48.481080] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-29T20:28:48.481132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:48.481163] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:48.481189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:48.481246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:48.536890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:48.537483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:48.537558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:48.537607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:48.660691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:48.660851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:48.660891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:48.660919] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:48.664320] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-29T20:28:48.664623] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-29T20:28:48.664756] [INFO ] [sig       ] OPCH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:48.803705] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OPCH.txt
[2025-12-29T20:28:48.803829] [INFO ] [sig       ] [2373/3546] Completed OPCH in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:48.803873] [INFO ] [sig       ] [2374/3546] Forecasting OPEN...
[2025-12-29T20:28:48.803903] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-29T20:28:48.803933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-29T20:28:48.815158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-29T20:28:48.815412] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-29T20:28:48.816230] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-29T20:28:48.816283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:48.816314] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:48.816341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:48.816398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:48.877068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:48.877901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:48.877985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:48.878018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:48.997495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:48.997667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:48.997708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:48.997736] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:49.001073] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-29T20:28:49.001341] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-29T20:28:49.001464] [INFO ] [sig       ] OPEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:49.152869] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OPEN.txt
[2025-12-29T20:28:49.153025] [INFO ] [sig       ] [2374/3546] Completed OPEN in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-29T20:28:49.153064] [INFO ] [sig       ] [2375/3546] Forecasting OPFI...
[2025-12-29T20:28:49.153094] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-29T20:28:49.153124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-29T20:28:49.164588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-29T20:28:49.164927] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-29T20:28:49.165775] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-29T20:28:49.165828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:49.165861] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:49.165888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:49.165947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:49.229886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:49.230771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:49.230856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:49.230890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:49.352449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:49.352611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:49.352653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:49.352684] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:49.356069] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-12-29T20:28:49.356558] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-29T20:28:49.356709] [INFO ] [sig       ] OPFI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:49.498328] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OPFI.txt
[2025-12-29T20:28:49.498465] [INFO ] [sig       ] [2375/3546] Completed OPFI in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-29T20:28:49.498505] [INFO ] [sig       ] [2376/3546] Forecasting OPK...
[2025-12-29T20:28:49.498534] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-29T20:28:49.498564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-29T20:28:49.509861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-29T20:28:49.510140] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-29T20:28:49.510955] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-29T20:28:49.511007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:49.511038] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:49.511064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:49.511124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:49.567727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:49.568337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:49.568413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:49.568445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:49.691393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:49.691533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:49.691588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:49.691619] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:49.694914] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-12-29T20:28:49.695187] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-29T20:28:49.695309] [INFO ] [sig       ] OPK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:49.832934] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OPK.txt
[2025-12-29T20:28:49.833044] [INFO ] [sig       ] [2376/3546] Completed OPK in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-29T20:28:49.833083] [INFO ] [sig       ] [2377/3546] Forecasting OPP...
[2025-12-29T20:28:49.833112] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-29T20:28:49.833141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-29T20:28:49.843820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-29T20:28:49.844072] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-29T20:28:49.844849] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-29T20:28:49.844901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:49.844932] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:49.844959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:49.845017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:49.903710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:49.904339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:49.904419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:49.904452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:50.021136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:50.021292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:50.021348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:50.021378] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:50.024718] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-29T20:28:50.024991] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-29T20:28:50.025121] [INFO ] [sig       ] OPP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:50.165989] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OPP.txt
[2025-12-29T20:28:50.166120] [INFO ] [sig       ] [2377/3546] Completed OPP in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-29T20:28:50.166159] [INFO ] [sig       ] [2378/3546] Forecasting OPRA...
[2025-12-29T20:28:50.166187] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-29T20:28:50.166216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-29T20:28:50.177706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-29T20:28:50.177969] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-29T20:28:50.178792] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-29T20:28:50.178848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:50.178879] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:50.178906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:50.178964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:50.266038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:50.267155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:50.267261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:50.267313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:50.405891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:50.406042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:50.406081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:50.406112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:50.409602] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=52.34%)
[2025-12-29T20:28:50.409887] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-29T20:28:50.410014] [INFO ] [sig       ] OPRA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:50.553021] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OPRA.txt
[2025-12-29T20:28:50.553159] [INFO ] [sig       ] [2378/3546] Completed OPRA in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-29T20:28:50.553197] [INFO ] [sig       ] [2379/3546] Forecasting OPRX...
[2025-12-29T20:28:50.553227] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-29T20:28:50.553413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-29T20:28:50.564981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-29T20:28:50.565239] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-29T20:28:50.566031] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-29T20:28:50.566082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:50.566138] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:50.566167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:50.566225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:50.625458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:50.626111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:50.626189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:50.626224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:50.745532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:50.745655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:50.745692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:50.745720] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:50.748885] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-29T20:28:50.749165] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-29T20:28:50.749295] [INFO ] [sig       ] OPRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:50.895748] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OPRX.txt
[2025-12-29T20:28:50.895868] [INFO ] [sig       ] [2379/3546] Completed OPRX in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-29T20:28:50.895908] [INFO ] [sig       ] [2380/3546] Forecasting OPTX...
[2025-12-29T20:28:50.895936] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-29T20:28:50.895964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-29T20:28:50.909082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-29T20:28:50.909557] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-29T20:28:50.910604] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-29T20:28:50.910671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:50.910705] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:50.910733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:50.910792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:50.970047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:50.970977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:50.971061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:50.971093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:51.100048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:51.100225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:51.100267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:51.100296] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:51.103928] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-29T20:28:51.104216] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-29T20:28:51.104349] [INFO ] [sig       ] OPTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:51.248294] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OPTX.txt
[2025-12-29T20:28:51.248455] [INFO ] [sig       ] [2380/3546] Completed OPTX in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-29T20:28:51.248496] [INFO ] [sig       ] [2381/3546] Forecasting OPXS...
[2025-12-29T20:28:51.248525] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-29T20:28:51.248554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-29T20:28:51.261372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-29T20:28:51.261796] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-29T20:28:51.262663] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-29T20:28:51.262718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:51.262762] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:51.262790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:51.262847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:51.322911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:51.323812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:51.323898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:51.323931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:51.448428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:51.448632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:51.448675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:51.448703] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:51.452312] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=34.33%)
[2025-12-29T20:28:51.452632] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-29T20:28:51.452771] [INFO ] [sig       ] OPXS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:51.601458] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OPXS.txt
[2025-12-29T20:28:51.601693] [INFO ] [sig       ] [2381/3546] Completed OPXS in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:51.601751] [INFO ] [sig       ] [2382/3546] Forecasting ORA...
[2025-12-29T20:28:51.601795] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-29T20:28:51.601839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-29T20:28:51.617097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-29T20:28:51.617599] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-29T20:28:51.618655] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-29T20:28:51.618719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:51.618758] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:51.618820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:51.618903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:51.683059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:51.683995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:51.684084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:51.684118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:51.812155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:51.812318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:51.812359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:51.812428] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:51.815909] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=74.32%)
[2025-12-29T20:28:51.816214] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-29T20:28:51.816351] [INFO ] [sig       ] ORA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:51.961204] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ORA.txt
[2025-12-29T20:28:51.961356] [INFO ] [sig       ] [2382/3546] Completed ORA in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:51.961603] [INFO ] [sig       ] [2383/3546] Forecasting ORC...
[2025-12-29T20:28:51.961633] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-29T20:28:51.961669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-29T20:28:51.975555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-29T20:28:51.975837] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-29T20:28:51.976681] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-29T20:28:51.976735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:51.976767] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:51.976793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:51.976852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:52.036013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:52.036673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:52.036753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:52.036784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:52.159277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:52.159442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:52.159483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:52.159511] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:52.163031] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-29T20:28:52.163333] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-29T20:28:52.163464] [INFO ] [sig       ] ORC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:52.305655] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ORC.txt
[2025-12-29T20:28:52.305824] [INFO ] [sig       ] [2383/3546] Completed ORC in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:52.305864] [INFO ] [sig       ] [2384/3546] Forecasting ORGO...
[2025-12-29T20:28:52.305894] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-29T20:28:52.305923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-29T20:28:52.318126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-29T20:28:52.318402] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-29T20:28:52.319249] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-29T20:28:52.319301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:52.319332] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:52.319359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:52.319417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:52.377091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:52.377993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:52.378078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:52.378110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:52.494750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:52.494906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:52.494944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:52.494973] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:52.498339] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-12-29T20:28:52.498627] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-29T20:28:52.498751] [INFO ] [sig       ] ORGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:52.643722] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ORGO.txt
[2025-12-29T20:28:52.643881] [INFO ] [sig       ] [2384/3546] Completed ORGO in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:52.643920] [INFO ] [sig       ] [2385/3546] Forecasting ORIC...
[2025-12-29T20:28:52.643957] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-29T20:28:52.643990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-29T20:28:52.657009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-29T20:28:52.657400] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-29T20:28:52.658254] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-29T20:28:52.658307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:52.658338] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:52.658377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:52.658436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:52.717535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:52.718433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:52.718520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:52.718553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:52.839521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:52.839697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:52.839739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:52.839767] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:52.843215] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-29T20:28:52.843511] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-29T20:28:52.843662] [INFO ] [sig       ] ORIC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:52.986038] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ORIC.txt
[2025-12-29T20:28:52.986200] [INFO ] [sig       ] [2385/3546] Completed ORIC in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:52.986240] [INFO ] [sig       ] [2386/3546] Forecasting ORKA...
[2025-12-29T20:28:52.986269] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-29T20:28:52.986298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-29T20:28:52.997554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-29T20:28:52.997973] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-29T20:28:52.998832] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-29T20:28:52.998886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:52.998918] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:52.998944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:52.999001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:53.063329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:53.064257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:53.064376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:53.064410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:53.197399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:53.197560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:53.197622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:53.197652] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:53.201382] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=63.98%)
[2025-12-29T20:28:53.201711] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-29T20:28:53.201848] [INFO ] [sig       ] ORKA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:53.354489] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ORKA.txt
[2025-12-29T20:28:53.354660] [INFO ] [sig       ] [2386/3546] Completed ORKA in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:53.354705] [INFO ] [sig       ] [2387/3546] Forecasting ORLY...
[2025-12-29T20:28:53.354734] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-29T20:28:53.354764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-29T20:28:53.366632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-29T20:28:53.366981] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-29T20:28:53.367867] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-29T20:28:53.367921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:53.367954] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:53.367981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:53.368040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:53.430407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:53.431323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:53.431416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:53.431449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:53.562021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:53.562183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:53.562223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:53.562252] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:53.565879] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-12-29T20:28:53.566205] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-29T20:28:53.566349] [INFO ] [sig       ] ORLY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:53.731679] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ORLY.txt
[2025-12-29T20:28:53.731870] [INFO ] [sig       ] [2387/3546] Completed ORLY in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:53.731938] [INFO ] [sig       ] [2388/3546] Forecasting ORMP...
[2025-12-29T20:28:53.731990] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-29T20:28:53.732026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-29T20:28:53.745519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-29T20:28:53.745958] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-29T20:28:53.746872] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-29T20:28:53.746939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:53.746984] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:53.747027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:53.747119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:53.805103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:53.806076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:53.806163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:53.806195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:53.920365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:53.920516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:53.920555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:53.920621] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:53.923929] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-29T20:28:53.924201] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-29T20:28:53.924327] [INFO ] [sig       ] ORMP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:54.062634] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ORMP.txt
[2025-12-29T20:28:54.062759] [INFO ] [sig       ] [2388/3546] Completed ORMP in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:54.062797] [INFO ] [sig       ] [2389/3546] Forecasting ORN...
[2025-12-29T20:28:54.062827] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-29T20:28:54.062855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-29T20:28:54.074837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-29T20:28:54.075162] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-29T20:28:54.076007] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-29T20:28:54.076060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:54.076095] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:54.076122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:54.076180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:54.132757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:54.133409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:54.133519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:54.133553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:54.251351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:54.251510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:54.251549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:54.251596] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:54.254954] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-29T20:28:54.255231] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-29T20:28:54.255526] [INFO ] [sig       ] ORN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:54.396210] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ORN.txt
[2025-12-29T20:28:54.396344] [INFO ] [sig       ] [2389/3546] Completed ORN in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:54.396383] [INFO ] [sig       ] [2390/3546] Forecasting ORRF...
[2025-12-29T20:28:54.396411] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-29T20:28:54.396440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-29T20:28:54.407410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-29T20:28:54.407726] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-29T20:28:54.408518] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-29T20:28:54.408589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:54.408626] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:54.408654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:54.408714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:54.466977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:54.467655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:54.467766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:54.467800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:54.590229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:54.590387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:54.590427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:54.590456] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:54.593907] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-12-29T20:28:54.594201] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-29T20:28:54.594334] [INFO ] [sig       ] ORRF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:54.754018] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ORRF.txt
[2025-12-29T20:28:54.754178] [INFO ] [sig       ] [2390/3546] Completed ORRF in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:54.754218] [INFO ] [sig       ] [2391/3546] Forecasting OS...
[2025-12-29T20:28:54.754248] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-29T20:28:54.754278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-29T20:28:54.767381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-29T20:28:54.767874] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-29T20:28:54.769107] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-29T20:28:54.769183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:54.769234] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:54.769275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:54.769365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:54.832550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:54.833432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:54.833525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:54.833559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:54.958532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:54.958695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:54.958734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:54.958782] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:54.962182] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=34.59%)
[2025-12-29T20:28:54.962466] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-29T20:28:54.962631] [INFO ] [sig       ] OS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:55.108146] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OS.txt
[2025-12-29T20:28:55.108280] [INFO ] [sig       ] [2391/3546] Completed OS in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-29T20:28:55.108319] [INFO ] [sig       ] [2392/3546] Forecasting OSBC...
[2025-12-29T20:28:55.108348] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-29T20:28:55.108378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-29T20:28:55.119713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-29T20:28:55.120005] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-29T20:28:55.120799] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-29T20:28:55.120851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:55.120882] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:55.120928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:55.120988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:55.178188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:55.178873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:55.178975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:55.179009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:55.296352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:55.296509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:55.296549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:55.296595] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:55.300176] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2025-12-29T20:28:55.300526] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-29T20:28:55.300716] [INFO ] [sig       ] OSBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:55.443274] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OSBC.txt
[2025-12-29T20:28:55.443447] [INFO ] [sig       ] [2392/3546] Completed OSBC in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-29T20:28:55.443510] [INFO ] [sig       ] [2393/3546] Forecasting OSIS...
[2025-12-29T20:28:55.443552] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-29T20:28:55.443614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-29T20:28:55.454973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-29T20:28:55.455271] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-29T20:28:55.456056] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-29T20:28:55.456108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:55.456144] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:55.456171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:55.456228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:55.514818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:55.515802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:55.515889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:55.515922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:55.641198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:55.641455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:55.641514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:55.641544] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:55.645486] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-29T20:28:55.645805] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-29T20:28:55.645964] [INFO ] [sig       ] OSIS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:55.790980] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OSIS.txt
[2025-12-29T20:28:55.791149] [INFO ] [sig       ] [2393/3546] Completed OSIS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-29T20:28:55.791202] [INFO ] [sig       ] [2394/3546] Forecasting OSPN...
[2025-12-29T20:28:55.791237] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-29T20:28:55.791268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-29T20:28:55.806760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-29T20:28:55.807202] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-29T20:28:55.808286] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-29T20:28:55.808352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:55.808394] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:55.808431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:55.808516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:55.877515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:55.878420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:55.878507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:55.878542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:55.999147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:55.999302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:55.999342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:55.999372] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:56.002795] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-12-29T20:28:56.003085] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-29T20:28:56.003217] [INFO ] [sig       ] OSPN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:56.147522] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OSPN.txt
[2025-12-29T20:28:56.147724] [INFO ] [sig       ] [2394/3546] Completed OSPN in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-29T20:28:56.147780] [INFO ] [sig       ] [2395/3546] Forecasting OSS...
[2025-12-29T20:28:56.147813] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-29T20:28:56.147846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-29T20:28:56.159648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-29T20:28:56.159959] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-29T20:28:56.160827] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-29T20:28:56.160884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:56.160918] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:56.160946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:56.161006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:56.222684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:56.223427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:56.223509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:56.223543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:56.340836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:56.340998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:56.341040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:56.341094] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:56.344921] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-29T20:28:56.345307] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-29T20:28:56.345456] [INFO ] [sig       ] OSS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:56.488609] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OSS.txt
[2025-12-29T20:28:56.488738] [INFO ] [sig       ] [2395/3546] Completed OSS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-29T20:28:56.488797] [INFO ] [sig       ] [2396/3546] Forecasting OTEX...
[2025-12-29T20:28:56.488845] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-29T20:28:56.488883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-29T20:28:56.499930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-29T20:28:56.500247] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-29T20:28:56.501090] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-29T20:28:56.501150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:56.501231] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:56.501267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:56.501352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:56.559933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:56.560639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:56.560741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:56.560804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:56.688393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:56.688556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:56.688613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:56.688643] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:56.692266] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-12-29T20:28:56.692556] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-29T20:28:56.692710] [INFO ] [sig       ] OTEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:56.833733] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OTEX.txt
[2025-12-29T20:28:56.833863] [INFO ] [sig       ] [2396/3546] Completed OTEX in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-29T20:28:56.833901] [INFO ] [sig       ] [2397/3546] Forecasting OTIS...
[2025-12-29T20:28:56.833932] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-29T20:28:56.833961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-29T20:28:56.845086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-29T20:28:56.845367] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-29T20:28:56.846167] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-29T20:28:56.846218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:56.846249] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:56.846275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:56.846342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:56.903563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:56.904244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:56.904323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:56.904356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:57.022849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:57.023000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:57.023040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:57.023069] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:57.026990] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-29T20:28:57.027283] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-29T20:28:57.027553] [INFO ] [sig       ] OTIS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:57.167793] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OTIS.txt
[2025-12-29T20:28:57.167937] [INFO ] [sig       ] [2397/3546] Completed OTIS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-29T20:28:57.167977] [INFO ] [sig       ] [2398/3546] Forecasting OTLY...
[2025-12-29T20:28:57.168005] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-29T20:28:57.168035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-29T20:28:57.182771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-29T20:28:57.183105] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-29T20:28:57.183951] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-29T20:28:57.184003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:57.184035] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:57.184061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:57.184118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:57.242022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:57.242798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:57.242880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:57.242914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:57.363012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:57.363168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:57.363207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:57.363235] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:57.367121] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-12-29T20:28:57.367492] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-29T20:28:57.367661] [INFO ] [sig       ] OTLY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:57.510017] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OTLY.txt
[2025-12-29T20:28:57.510174] [INFO ] [sig       ] [2398/3546] Completed OTLY in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:28:57.510222] [INFO ] [sig       ] [2399/3546] Forecasting OVID...
[2025-12-29T20:28:57.510260] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-29T20:28:57.510296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-29T20:28:57.522229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-29T20:28:57.522534] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-29T20:28:57.523404] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-29T20:28:57.523459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:57.523491] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:57.523518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:57.523595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:57.581727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:57.582734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:57.582827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:57.582860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:57.698333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:57.698436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:57.698472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:57.698546] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:57.701879] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2025-12-29T20:28:57.702160] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-29T20:28:57.702295] [INFO ] [sig       ] OVID: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:57.841983] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OVID.txt
[2025-12-29T20:28:57.842113] [INFO ] [sig       ] [2399/3546] Completed OVID in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:28:57.842152] [INFO ] [sig       ] [2400/3546] Forecasting OVLY...
[2025-12-29T20:28:57.842181] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-29T20:28:57.842210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-29T20:28:57.854124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-29T20:28:57.854529] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-29T20:28:57.855410] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-29T20:28:57.855465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:57.855497] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:57.855523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:57.855604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:57.915192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:57.916148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:57.916236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:57.916269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:58.021528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:58.021749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:58.021804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:58.021844] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:58.027076] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-12-29T20:28:58.027559] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-29T20:28:58.027753] [INFO ] [sig       ] OVLY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:58.174224] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OVLY.txt
[2025-12-29T20:28:58.174383] [INFO ] [sig       ] [2400/3546] Completed OVLY in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:28:58.174423] [INFO ] [sig       ] [2401/3546] Forecasting OWL...
[2025-12-29T20:28:58.174454] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-29T20:28:58.174484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-29T20:28:58.186669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-29T20:28:58.187063] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-29T20:28:58.187890] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-29T20:28:58.187943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:58.187974] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:58.188000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:58.188059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:58.244905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:58.245815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:58.245896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:58.245928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:58.365928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:58.366080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:58.366119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:58.366148] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:58.369512] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-29T20:28:58.369804] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-29T20:28:58.369930] [INFO ] [sig       ] OWL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:58.508891] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OWL.txt
[2025-12-29T20:28:58.509028] [INFO ] [sig       ] [2401/3546] Completed OWL in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:28:58.509067] [INFO ] [sig       ] [2402/3546] Forecasting OXLC...
[2025-12-29T20:28:58.509097] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-29T20:28:58.509126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-29T20:28:58.520619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-29T20:28:58.520936] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-29T20:28:58.521781] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-29T20:28:58.521839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:58.521899] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:58.521936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:58.522014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:58.579608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:58.580485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:58.580594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:58.580630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:58.705431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:58.705612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:58.705673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:58.705704] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:58.709173] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-29T20:28:58.709461] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-29T20:28:58.709608] [INFO ] [sig       ] OXLC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:28:58.854904] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/OXLC.txt
[2025-12-29T20:28:58.855042] [INFO ] [sig       ] [2402/3546] Completed OXLC in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:28:58.855080] [INFO ] [sig       ] [2403/3546] Forecasting OXM...
[2025-12-29T20:28:58.855108] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-29T20:28:58.855138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-29T20:28:58.865982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-29T20:28:58.866293] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-29T20:28:58.867112] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-29T20:28:58.867165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:58.867198] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:58.867225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:58.867293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:58.928218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:58.929094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:58.929180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:58.929213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:59.072084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:59.072260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:59.072308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:59.072340] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:59.076431] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-29T20:28:59.076786] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-29T20:28:59.076925] [INFO ] [sig       ] OXM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:59.219562] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OXM.txt
[2025-12-29T20:28:59.219746] [INFO ] [sig       ] [2403/3546] Completed OXM in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:28:59.219789] [INFO ] [sig       ] [2404/3546] Forecasting OXSQ...
[2025-12-29T20:28:59.219818] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-29T20:28:59.219847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-29T20:28:59.231965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-29T20:28:59.232353] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-29T20:28:59.233232] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-29T20:28:59.233287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:59.233320] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:59.233348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:59.233406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:59.293012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:59.294140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:59.294262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:59.294307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:59.426661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:59.426819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:59.426859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:59.426887] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:59.430834] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-29T20:28:59.431127] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-29T20:28:59.431258] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:59.586050] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OXSQ.txt
[2025-12-29T20:28:59.586181] [INFO ] [sig       ] [2404/3546] Completed OXSQ in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:28:59.586229] [INFO ] [sig       ] [2405/3546] Forecasting OZEM...
[2025-12-29T20:28:59.586265] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-29T20:28:59.586308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-29T20:28:59.597630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-29T20:28:59.597944] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-29T20:28:59.598781] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-29T20:28:59.598844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:59.598875] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:59.598902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:59.598966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:59.657025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:59.657927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:59.658028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:59.658064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:28:59.774807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:28:59.774963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:28:59.775001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:28:59.775029] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:28:59.778357] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-29T20:28:59.778644] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-29T20:28:59.778787] [INFO ] [sig       ] OZEM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:28:59.922919] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OZEM.txt
[2025-12-29T20:28:59.923046] [INFO ] [sig       ] [2405/3546] Completed OZEM in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:28:59.923085] [INFO ] [sig       ] [2406/3546] Forecasting OZK...
[2025-12-29T20:28:59.923113] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-29T20:28:59.923143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-29T20:28:59.934255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-29T20:28:59.934553] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-29T20:28:59.935337] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-29T20:28:59.935389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:28:59.935420] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:28:59.935447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:28:59.935505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:28:59.991936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:28:59.992552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:28:59.992673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:28:59.992706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:00.120420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:00.120631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:00.120678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:00.120708] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:00.124253] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-29T20:29:00.124534] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-29T20:29:00.124676] [INFO ] [sig       ] OZK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:00.264968] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OZK.txt
[2025-12-29T20:29:00.265106] [INFO ] [sig       ] [2406/3546] Completed OZK in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:29:00.265145] [INFO ] [sig       ] [2407/3546] Forecasting OZKAP...
[2025-12-29T20:29:00.265174] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-29T20:29:00.265203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-29T20:29:00.276560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-29T20:29:00.276891] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-29T20:29:00.277683] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-29T20:29:00.277734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:00.277765] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:00.277791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:00.277849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:00.333392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:00.334074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:00.334152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:00.334183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:00.449342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:00.449727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:00.449766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:00.449794] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:00.453323] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-29T20:29:00.453614] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-29T20:29:00.453740] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:00.630826] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/OZKAP.txt
[2025-12-29T20:29:00.630987] [INFO ] [sig       ] [2407/3546] Completed OZKAP in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:29:00.631027] [INFO ] [sig       ] [2408/3546] Forecasting PAA...
[2025-12-29T20:29:00.631056] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-29T20:29:00.631084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-29T20:29:00.643647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-29T20:29:00.643933] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-29T20:29:00.644751] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-29T20:29:00.644805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:00.644837] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:00.644863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:00.644921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:00.702506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:00.703117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:00.703206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:00.703244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:00.823362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:00.823523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:00.823562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:00.823610] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:00.827401] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-29T20:29:00.827882] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-29T20:29:00.828007] [INFO ] [sig       ] PAA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:00.973369] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAA.txt
[2025-12-29T20:29:00.973529] [INFO ] [sig       ] [2408/3546] Completed PAA in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-29T20:29:00.973587] [INFO ] [sig       ] [2409/3546] Forecasting PAAS...
[2025-12-29T20:29:00.973619] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-29T20:29:00.973650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-29T20:29:00.985777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-29T20:29:00.986119] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-29T20:29:00.987169] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-29T20:29:00.987222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:00.987254] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:00.987281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:00.987339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:01.046860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:01.047731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:01.047816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:01.047848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:01.183127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:01.183275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:01.183320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:01.183351] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:01.186817] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-12-29T20:29:01.187086] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-29T20:29:01.187208] [INFO ] [sig       ] PAAS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:01.327180] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PAAS.txt
[2025-12-29T20:29:01.328267] [INFO ] [sig       ] [2409/3546] Completed PAAS in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-29T20:29:01.328322] [INFO ] [sig       ] [2410/3546] Forecasting PAC...
[2025-12-29T20:29:01.328355] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-29T20:29:01.328384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-29T20:29:01.339974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-29T20:29:01.340246] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-29T20:29:01.341259] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-29T20:29:01.341313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:01.341345] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:01.341371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:01.341430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:01.401347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:01.402127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:01.402213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:01.402253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:01.524929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:01.525053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:01.525090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:01.525118] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:01.528315] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2025-12-29T20:29:01.528624] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-29T20:29:01.528749] [INFO ] [sig       ] PAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:01.676728] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAC.txt
[2025-12-29T20:29:01.676857] [INFO ] [sig       ] [2410/3546] Completed PAC in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-29T20:29:01.676896] [INFO ] [sig       ] [2411/3546] Forecasting PACB...
[2025-12-29T20:29:01.676926] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-29T20:29:01.676956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-29T20:29:01.688042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-29T20:29:01.688318] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-29T20:29:01.689149] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-29T20:29:01.689202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:01.689239] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:01.689272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:01.689342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:01.746986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:01.747594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:01.747674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:01.747705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:01.866613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:01.866733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:01.866769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:01.866796] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:01.870079] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=33.96%)
[2025-12-29T20:29:01.870371] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-29T20:29:01.870495] [INFO ] [sig       ] PACB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:02.012298] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PACB.txt
[2025-12-29T20:29:02.012469] [INFO ] [sig       ] [2411/3546] Completed PACB in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-29T20:29:02.012512] [INFO ] [sig       ] [2412/3546] Forecasting PACK...
[2025-12-29T20:29:02.012542] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-29T20:29:02.012589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-29T20:29:02.024358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-29T20:29:02.024785] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-29T20:29:02.025620] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-29T20:29:02.025673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:02.025704] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:02.025730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:02.025787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:02.086362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:02.087322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:02.087405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:02.087437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:02.209940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:02.210100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:02.210173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:02.210205] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:02.213615] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-29T20:29:02.213906] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-29T20:29:02.214034] [INFO ] [sig       ] PACK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:02.359602] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PACK.txt
[2025-12-29T20:29:02.359770] [INFO ] [sig       ] [2412/3546] Completed PACK in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-29T20:29:02.359812] [INFO ] [sig       ] [2413/3546] Forecasting PAGP...
[2025-12-29T20:29:02.359840] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-29T20:29:02.359869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-29T20:29:02.371828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-29T20:29:02.372174] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-29T20:29:02.372993] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-29T20:29:02.373045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:02.373102] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:02.373130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:02.373189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:02.429909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:02.430775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:02.430857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:02.430890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:02.548305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:02.548472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:02.548511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:02.548539] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:02.551938] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=63.20%)
[2025-12-29T20:29:02.552219] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-29T20:29:02.552349] [INFO ] [sig       ] PAGP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:02.699652] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PAGP.txt
[2025-12-29T20:29:02.699827] [INFO ] [sig       ] [2413/3546] Completed PAGP in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-29T20:29:02.699868] [INFO ] [sig       ] [2414/3546] Forecasting PAGS...
[2025-12-29T20:29:02.699895] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-29T20:29:02.699926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-29T20:29:02.711150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-29T20:29:02.711497] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-29T20:29:02.712324] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-29T20:29:02.712376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:02.712408] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:02.712435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:02.712498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:02.770525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:02.771424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:02.771507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:02.771540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:02.899283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:02.899658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:02.899700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:02.899729] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:02.903116] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-12-29T20:29:02.903395] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-29T20:29:02.903727] [INFO ] [sig       ] PAGS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:03.049789] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAGS.txt
[2025-12-29T20:29:03.049948] [INFO ] [sig       ] [2414/3546] Completed PAGS in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-29T20:29:03.049988] [INFO ] [sig       ] [2415/3546] Forecasting PAHC...
[2025-12-29T20:29:03.050018] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-29T20:29:03.050048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-29T20:29:03.062819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-29T20:29:03.063214] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-29T20:29:03.064223] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-29T20:29:03.064286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:03.064319] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:03.064346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:03.064406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:03.125984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:03.126882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:03.126972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:03.127006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:03.251595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:03.251771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:03.251811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:03.251840] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:03.255426] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-29T20:29:03.255736] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-29T20:29:03.255865] [INFO ] [sig       ] PAHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:03.395105] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PAHC.txt
[2025-12-29T20:29:03.395234] [INFO ] [sig       ] [2415/3546] Completed PAHC in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:03.395273] [INFO ] [sig       ] [2416/3546] Forecasting PAL...
[2025-12-29T20:29:03.395303] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-29T20:29:03.395332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-29T20:29:03.406076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-29T20:29:03.406355] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-29T20:29:03.407138] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-29T20:29:03.407189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:03.407232] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:03.407260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:03.407318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:03.464126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:03.465137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:03.465221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:03.465253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:03.593033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:03.593174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:03.593213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:03.593272] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:03.596674] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-29T20:29:03.596993] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-29T20:29:03.597131] [INFO ] [sig       ] PAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:03.748777] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAL.txt
[2025-12-29T20:29:03.748948] [INFO ] [sig       ] [2416/3546] Completed PAL in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:03.749001] [INFO ] [sig       ] [2417/3546] Forecasting PAM...
[2025-12-29T20:29:03.749060] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-29T20:29:03.749095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-29T20:29:03.761071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-29T20:29:03.761459] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-29T20:29:03.762354] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-29T20:29:03.762410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:03.762444] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:03.762471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:03.762530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:03.820728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:03.821654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:03.821742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:03.821775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:03.944703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:03.944859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:03.944900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:03.944930] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:03.948370] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-29T20:29:03.948672] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-29T20:29:03.948834] [INFO ] [sig       ] PAM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:04.089537] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAM.txt
[2025-12-29T20:29:04.089809] [INFO ] [sig       ] [2417/3546] Completed PAM in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:04.089852] [INFO ] [sig       ] [2418/3546] Forecasting PANL...
[2025-12-29T20:29:04.089879] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-29T20:29:04.089907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-29T20:29:04.101449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-29T20:29:04.101852] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-29T20:29:04.102684] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-29T20:29:04.102736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:04.102768] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:04.102794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:04.102852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:04.160743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:04.161613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:04.161699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:04.161731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:04.294713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:04.294908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:04.294955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:04.294986] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:04.299030] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-29T20:29:04.299346] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-29T20:29:04.299505] [INFO ] [sig       ] PANL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:04.457866] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PANL.txt
[2025-12-29T20:29:04.458043] [INFO ] [sig       ] [2418/3546] Completed PANL in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:04.458088] [INFO ] [sig       ] [2419/3546] Forecasting PASG...
[2025-12-29T20:29:04.458119] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-29T20:29:04.458151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-29T20:29:04.470589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-29T20:29:04.470966] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-29T20:29:04.471789] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-29T20:29:04.471842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:04.471874] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:04.471901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:04.471959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:04.529380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:04.530306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:04.530392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:04.530425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:04.651365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:04.651534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:04.651593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:04.651626] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:04.655177] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=36.28%)
[2025-12-29T20:29:04.655599] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-29T20:29:04.655784] [INFO ] [sig       ] PASG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:04.862595] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PASG.txt
[2025-12-29T20:29:04.862836] [INFO ] [sig       ] [2419/3546] Completed PASG in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:04.862912] [INFO ] [sig       ] [2420/3546] Forecasting PATH...
[2025-12-29T20:29:04.862966] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-29T20:29:04.863017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-29T20:29:04.878124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-29T20:29:04.878628] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-29T20:29:04.879765] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-29T20:29:04.879824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:04.879858] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:04.879886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:04.879949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:04.956221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:04.957167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:04.957259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:04.957293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:05.115399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:05.115590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:05.115635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:05.115665] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:05.119306] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=26.24%)
[2025-12-29T20:29:05.119680] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-29T20:29:05.119862] [INFO ] [sig       ] PATH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:05.334113] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PATH.txt
[2025-12-29T20:29:05.334319] [INFO ] [sig       ] [2420/3546] Completed PATH in 0.5s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:05.334371] [INFO ] [sig       ] [2421/3546] Forecasting PATK...
[2025-12-29T20:29:05.334407] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-29T20:29:05.334444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-29T20:29:05.349004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-29T20:29:05.349523] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-29T20:29:05.350755] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-29T20:29:05.350825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:05.350870] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:05.350910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:05.350992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:05.431072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:05.432234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:05.432372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:05.432415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:05.568812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:05.568982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:05.569024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:05.569054] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:05.572674] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-29T20:29:05.572995] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-29T20:29:05.573196] [INFO ] [sig       ] PATK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:05.746473] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PATK.txt
[2025-12-29T20:29:05.746680] [INFO ] [sig       ] [2421/3546] Completed PATK in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:05.746727] [INFO ] [sig       ] [2422/3546] Forecasting PAX...
[2025-12-29T20:29:05.746758] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-29T20:29:05.746789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-29T20:29:05.759471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-29T20:29:05.759903] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-29T20:29:05.760757] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-29T20:29:05.760814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:05.760847] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:05.760876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:05.760937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:05.823008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:05.823936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:05.824024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:05.824058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:05.948687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:05.948872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:05.948913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:05.948941] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:05.952563] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-29T20:29:05.953235] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-29T20:29:05.953403] [INFO ] [sig       ] PAX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:06.106515] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PAX.txt
[2025-12-29T20:29:06.106686] [INFO ] [sig       ] [2422/3546] Completed PAX in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:06.106728] [INFO ] [sig       ] [2423/3546] Forecasting PAXS...
[2025-12-29T20:29:06.106759] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-29T20:29:06.106789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-29T20:29:06.118832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-29T20:29:06.119187] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-29T20:29:06.120001] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-29T20:29:06.120054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:06.120085] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:06.120112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:06.120171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:06.178812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:06.179664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:06.179782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:06.179818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:06.300812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:06.300970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:06.301029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:06.301060] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:06.304495] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=34.01%)
[2025-12-29T20:29:06.304797] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-29T20:29:06.304926] [INFO ] [sig       ] PAXS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:06.455527] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAXS.txt
[2025-12-29T20:29:06.455718] [INFO ] [sig       ] [2423/3546] Completed PAXS in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:06.455762] [INFO ] [sig       ] [2424/3546] Forecasting PAY...
[2025-12-29T20:29:06.455793] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-29T20:29:06.455824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-29T20:29:06.468183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-29T20:29:06.468558] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-29T20:29:06.469439] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-29T20:29:06.469493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:06.469526] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:06.469554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:06.469636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:06.529534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:06.530427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:06.530511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:06.530544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:06.651563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:06.651737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:06.651778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:06.651807] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:06.655271] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-29T20:29:06.655603] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-29T20:29:06.655744] [INFO ] [sig       ] PAY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:06.799462] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAY.txt
[2025-12-29T20:29:06.799646] [INFO ] [sig       ] [2424/3546] Completed PAY in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:06.799687] [INFO ] [sig       ] [2425/3546] Forecasting PAYC...
[2025-12-29T20:29:06.799717] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-29T20:29:06.799746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-29T20:29:06.811251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-29T20:29:06.811655] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-29T20:29:06.812444] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-29T20:29:06.812496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:06.812527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:06.812552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:06.812633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:06.871429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:06.872333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:06.872441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:06.872476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:06.991248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:06.991406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:06.991446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:06.991473] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:06.994898] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-29T20:29:06.995230] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-29T20:29:06.995369] [INFO ] [sig       ] PAYC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:07.144153] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAYC.txt
[2025-12-29T20:29:07.144307] [INFO ] [sig       ] [2425/3546] Completed PAYC in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-29T20:29:07.144349] [INFO ] [sig       ] [2426/3546] Forecasting PAYO...
[2025-12-29T20:29:07.144377] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-29T20:29:07.144405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-29T20:29:07.156482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-29T20:29:07.156883] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-29T20:29:07.157840] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-29T20:29:07.157896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:07.157930] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:07.157958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:07.158016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:07.219107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:07.219898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:07.219991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:07.220033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:07.354125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:07.354280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:07.354319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:07.354351] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:07.357988] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=61.09%)
[2025-12-29T20:29:07.358288] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-29T20:29:07.358424] [INFO ] [sig       ] PAYO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:07.502178] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PAYO.txt
[2025-12-29T20:29:07.502382] [INFO ] [sig       ] [2426/3546] Completed PAYO in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-29T20:29:07.502426] [INFO ] [sig       ] [2427/3546] Forecasting PAYS...
[2025-12-29T20:29:07.502456] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-29T20:29:07.502485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-29T20:29:07.513757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-29T20:29:07.514065] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-29T20:29:07.514881] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-29T20:29:07.514933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:07.514976] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:07.515004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:07.515063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:07.571199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:07.571923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:07.572006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:07.572038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:07.690087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:07.690239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:07.690278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:07.690306] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:07.693727] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-29T20:29:07.694009] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-29T20:29:07.694136] [INFO ] [sig       ] PAYS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:07.833338] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAYS.txt
[2025-12-29T20:29:07.833482] [INFO ] [sig       ] [2427/3546] Completed PAYS in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-29T20:29:07.833521] [INFO ] [sig       ] [2428/3546] Forecasting PAYX...
[2025-12-29T20:29:07.833760] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-29T20:29:07.833794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-29T20:29:07.846175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-29T20:29:07.846514] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-29T20:29:07.847516] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-29T20:29:07.847584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:07.847641] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:07.847670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:07.847728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:07.905075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:07.905903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:07.905986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:07.906019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:08.023442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:08.023612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:08.023652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:08.023681] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:08.027016] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-29T20:29:08.027294] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-29T20:29:08.027423] [INFO ] [sig       ] PAYX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:08.166380] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PAYX.txt
[2025-12-29T20:29:08.166529] [INFO ] [sig       ] [2428/3546] Completed PAYX in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-29T20:29:08.166588] [INFO ] [sig       ] [2429/3546] Forecasting PB...
[2025-12-29T20:29:08.166622] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-29T20:29:08.166661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-29T20:29:08.178521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-29T20:29:08.178926] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-29T20:29:08.179876] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-29T20:29:08.179938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:08.179987] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:08.180029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:08.180105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:08.242227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:08.243064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:08.243155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:08.243206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:08.375061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:08.375233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:08.375273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:08.375302] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:08.379993] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=80.09%)
[2025-12-29T20:29:08.380389] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-29T20:29:08.380562] [INFO ] [sig       ] PB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:08.523331] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PB.txt
[2025-12-29T20:29:08.523517] [INFO ] [sig       ] [2429/3546] Completed PB in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-29T20:29:08.523589] [INFO ] [sig       ] [2430/3546] Forecasting PBA...
[2025-12-29T20:29:08.523625] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-29T20:29:08.523657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-29T20:29:08.535694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-29T20:29:08.536052] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-29T20:29:08.536880] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-29T20:29:08.536933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:08.536995] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:08.537024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:08.537083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:08.595896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:08.596774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:08.596861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:08.596894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:08.720108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:08.720265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:08.720306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:08.720335] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:08.723820] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2025-12-29T20:29:08.724106] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-29T20:29:08.724243] [INFO ] [sig       ] PBA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:08.869624] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PBA.txt
[2025-12-29T20:29:08.869765] [INFO ] [sig       ] [2430/3546] Completed PBA in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-29T20:29:08.869803] [INFO ] [sig       ] [2431/3546] Forecasting PBF...
[2025-12-29T20:29:08.869838] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-29T20:29:08.869870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-29T20:29:08.881950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-29T20:29:08.882260] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-29T20:29:08.883097] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-29T20:29:08.883152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:08.883184] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:08.883212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:08.883271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:08.942347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:08.943305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:08.943401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:08.943434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:09.070461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:09.070627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:09.070670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:09.070699] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:09.074154] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-29T20:29:09.074435] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-29T20:29:09.074610] [INFO ] [sig       ] PBF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:09.215792] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PBF.txt
[2025-12-29T20:29:09.215918] [INFO ] [sig       ] [2431/3546] Completed PBF in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-29T20:29:09.215957] [INFO ] [sig       ] [2432/3546] Forecasting PBFS...
[2025-12-29T20:29:09.215986] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-29T20:29:09.216014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-29T20:29:09.226840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-29T20:29:09.227139] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-29T20:29:09.227937] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-29T20:29:09.227990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:09.228021] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:09.228047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:09.228104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:09.285739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:09.286422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:09.286501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:09.286534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:09.390188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:09.390340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:09.390377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:09.390406] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:09.393923] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-29T20:29:09.394201] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-29T20:29:09.394351] [INFO ] [sig       ] PBFS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:09.535339] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PBFS.txt
[2025-12-29T20:29:09.535487] [INFO ] [sig       ] [2432/3546] Completed PBFS in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-29T20:29:09.535525] [INFO ] [sig       ] [2433/3546] Forecasting PBH...
[2025-12-29T20:29:09.535555] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-29T20:29:09.535604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-29T20:29:09.547788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-29T20:29:09.548115] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-29T20:29:09.549178] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-29T20:29:09.549232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:09.549265] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:09.549293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:09.549351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:09.610168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:09.611036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:09.611122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:09.611157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:09.732596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:09.732741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:09.732780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:09.732839] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:09.736228] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-29T20:29:09.736502] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-29T20:29:09.736649] [INFO ] [sig       ] PBH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:09.879877] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PBH.txt
[2025-12-29T20:29:09.880031] [INFO ] [sig       ] [2433/3546] Completed PBH in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:09.880070] [INFO ] [sig       ] [2434/3546] Forecasting PBI...
[2025-12-29T20:29:09.880100] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-29T20:29:09.880130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-29T20:29:09.891624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-29T20:29:09.891901] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-29T20:29:09.892698] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-29T20:29:09.892751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:09.892782] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:09.892809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:09.892865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:09.953909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:09.954810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:09.954898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:09.954932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:10.087483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:10.087652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:10.087694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:10.087742] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:10.091189] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=54.60%)
[2025-12-29T20:29:10.091469] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-29T20:29:10.091618] [INFO ] [sig       ] PBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:10.233473] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PBI.txt
[2025-12-29T20:29:10.233647] [INFO ] [sig       ] [2434/3546] Completed PBI in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:10.233698] [INFO ] [sig       ] [2435/3546] Forecasting PBYI...
[2025-12-29T20:29:10.233740] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-29T20:29:10.233776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-29T20:29:10.245109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-29T20:29:10.245400] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-29T20:29:10.246191] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-29T20:29:10.246243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:10.246274] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:10.246301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:10.246359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:10.307914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:10.308756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:10.308850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:10.308883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:10.428385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:10.428492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:10.428528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:10.428556] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:10.431730] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-12-29T20:29:10.431992] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-29T20:29:10.432113] [INFO ] [sig       ] PBYI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:10.571563] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PBYI.txt
[2025-12-29T20:29:10.571693] [INFO ] [sig       ] [2435/3546] Completed PBYI in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:10.571731] [INFO ] [sig       ] [2436/3546] Forecasting PCB...
[2025-12-29T20:29:10.571760] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-29T20:29:10.571788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-29T20:29:10.583391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-29T20:29:10.583709] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-29T20:29:10.584615] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-29T20:29:10.584668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:10.584699] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:10.584725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:10.584782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:10.640617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:10.641193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:10.641269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:10.641301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:10.756218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:10.756330] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:29:10.756365] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:10.756393] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:10.759614] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-29T20:29:10.759899] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-29T20:29:10.760021] [INFO ] [sig       ] PCB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:10.899090] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PCB.txt
[2025-12-29T20:29:10.899201] [INFO ] [sig       ] [2436/3546] Completed PCB in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:10.899238] [INFO ] [sig       ] [2437/3546] Forecasting PCF...
[2025-12-29T20:29:10.899266] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-29T20:29:10.899296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-29T20:29:10.914200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-29T20:29:10.914594] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-29T20:29:10.915590] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-29T20:29:10.915657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:10.915695] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:10.915726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:10.915804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:10.977425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:10.978205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:10.978292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:10.978325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:11.096215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:11.096373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:11.096412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:11.096440] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:11.099873] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-29T20:29:11.100175] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-29T20:29:11.100310] [INFO ] [sig       ] PCF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:11.259601] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PCF.txt
[2025-12-29T20:29:11.259740] [INFO ] [sig       ] [2437/3546] Completed PCF in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:11.259780] [INFO ] [sig       ] [2438/3546] Forecasting PCG...
[2025-12-29T20:29:11.259808] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-29T20:29:11.259837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-29T20:29:11.271106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-29T20:29:11.271459] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-29T20:29:11.272269] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-29T20:29:11.272322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:11.272353] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:11.272379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:11.272437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:11.328916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:11.329742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:11.329825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:11.329857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:11.454258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:11.454422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:11.454462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:11.454490] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:11.457811] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-12-29T20:29:11.458081] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-29T20:29:11.458203] [INFO ] [sig       ] PCG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:11.597094] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PCG.txt
[2025-12-29T20:29:11.597222] [INFO ] [sig       ] [2438/3546] Completed PCG in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:11.597261] [INFO ] [sig       ] [2439/3546] Forecasting PCH...
[2025-12-29T20:29:11.597289] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-29T20:29:11.597318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-29T20:29:11.608560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-29T20:29:11.608859] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-29T20:29:11.609651] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-29T20:29:11.609703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:11.609734] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:11.609760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:11.609817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:11.667832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:11.668430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:11.668507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:11.668539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:11.786808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:11.786928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:11.786965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:11.786993] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:11.790212] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-29T20:29:11.790479] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-29T20:29:11.790621] [INFO ] [sig       ] PCH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:11.929649] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PCH.txt
[2025-12-29T20:29:11.929778] [INFO ] [sig       ] [2439/3546] Completed PCH in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:11.929817] [INFO ] [sig       ] [2440/3546] Forecasting PCM...
[2025-12-29T20:29:11.929847] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-29T20:29:11.929876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-29T20:29:11.941183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-29T20:29:11.941498] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-29T20:29:11.942342] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-29T20:29:11.942407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:11.942439] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:11.942467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:11.942526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:11.998428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:11.999045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:11.999142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:11.999175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:12.122207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:12.122358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:12.122398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:12.122427] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:12.125783] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-12-29T20:29:12.126056] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-29T20:29:12.126183] [INFO ] [sig       ] PCM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:12.265856] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PCM.txt
[2025-12-29T20:29:12.266000] [INFO ] [sig       ] [2440/3546] Completed PCM in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:12.266040] [INFO ] [sig       ] [2441/3546] Forecasting PCN...
[2025-12-29T20:29:12.266069] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-29T20:29:12.266100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-29T20:29:12.278194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-29T20:29:12.278594] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-29T20:29:12.279441] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-29T20:29:12.279495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:12.279528] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:12.279556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:12.279645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:12.341714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:12.342797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:12.342906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:12.342953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:12.478473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:12.478648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:12.478691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:12.478922] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:12.482521] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-29T20:29:12.482854] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-29T20:29:12.482988] [INFO ] [sig       ] PCN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:12.630723] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PCN.txt
[2025-12-29T20:29:12.630880] [INFO ] [sig       ] [2441/3546] Completed PCN in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:12.630921] [INFO ] [sig       ] [2442/3546] Forecasting PCQ...
[2025-12-29T20:29:12.630950] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-29T20:29:12.630979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-29T20:29:12.642433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-29T20:29:12.642848] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-29T20:29:12.643689] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-29T20:29:12.643743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:12.643775] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:12.643801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:12.643859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:12.702754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:12.703620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:12.703708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:12.703742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:12.822892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:12.823060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:12.823107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:12.823141] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:12.827452] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=31.68%)
[2025-12-29T20:29:12.827808] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-29T20:29:12.827960] [INFO ] [sig       ] PCQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:12.969397] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PCQ.txt
[2025-12-29T20:29:12.969534] [INFO ] [sig       ] [2442/3546] Completed PCQ in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-29T20:29:12.969601] [INFO ] [sig       ] [2443/3546] Forecasting PCRX...
[2025-12-29T20:29:12.969634] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-29T20:29:12.969663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-29T20:29:12.980761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-29T20:29:12.981091] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-29T20:29:12.981904] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-29T20:29:12.981956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:12.981987] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:12.982014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:12.982072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:13.039176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:13.039860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:13.039941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:13.039974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:13.162442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:13.162623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:13.162667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:13.162696] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:13.166132] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-29T20:29:13.166438] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-29T20:29:13.166610] [INFO ] [sig       ] PCRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:13.311900] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PCRX.txt
[2025-12-29T20:29:13.312066] [INFO ] [sig       ] [2443/3546] Completed PCRX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-29T20:29:13.312115] [INFO ] [sig       ] [2444/3546] Forecasting PCTY...
[2025-12-29T20:29:13.312146] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-29T20:29:13.312175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-29T20:29:13.323215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-29T20:29:13.323520] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-29T20:29:13.324331] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-29T20:29:13.324385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:13.324416] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:13.324443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:13.324501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:13.382089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:13.382823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:13.382903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:13.382936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:13.504583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:13.504733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:13.504772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:13.504800] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:13.508285] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-29T20:29:13.508569] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-29T20:29:13.508750] [INFO ] [sig       ] PCTY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:13.650061] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PCTY.txt
[2025-12-29T20:29:13.650201] [INFO ] [sig       ] [2444/3546] Completed PCTY in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-29T20:29:13.650246] [INFO ] [sig       ] [2445/3546] Forecasting PCVX...
[2025-12-29T20:29:13.650277] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-29T20:29:13.650307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-29T20:29:13.661345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-29T20:29:13.661641] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-29T20:29:13.662411] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-29T20:29:13.662464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:13.662496] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:13.662523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:13.662599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:13.720359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:13.721125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:13.721229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:13.721263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:13.844272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:13.844417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:13.844456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:13.844484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:13.847835] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-29T20:29:13.848117] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-29T20:29:13.848239] [INFO ] [sig       ] PCVX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:13.990105] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PCVX.txt
[2025-12-29T20:29:13.990252] [INFO ] [sig       ] [2445/3546] Completed PCVX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-29T20:29:13.990291] [INFO ] [sig       ] [2446/3546] Forecasting PCYO...
[2025-12-29T20:29:13.990321] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-29T20:29:13.990350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-29T20:29:14.001656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-29T20:29:14.001941] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-29T20:29:14.002741] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-29T20:29:14.002794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:14.002826] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:14.002853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:14.002911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:14.060074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:14.060794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:14.060881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:14.060914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:14.179540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:14.179724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:14.179764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:14.179794] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:14.183282] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=77.85%)
[2025-12-29T20:29:14.183560] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-29T20:29:14.183710] [INFO ] [sig       ] PCYO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:14.335170] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PCYO.txt
[2025-12-29T20:29:14.335335] [INFO ] [sig       ] [2446/3546] Completed PCYO in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-29T20:29:14.335378] [INFO ] [sig       ] [2447/3546] Forecasting PD...
[2025-12-29T20:29:14.335407] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-29T20:29:14.335438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-29T20:29:14.347567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-29T20:29:14.347983] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-29T20:29:14.348823] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-29T20:29:14.348875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:14.348953] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:14.348983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:14.349042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:14.409408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:14.410267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:14.410349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:14.410383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:14.529131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:14.529284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:14.529338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:14.529367] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:14.532787] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-29T20:29:14.533052] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-29T20:29:14.533174] [INFO ] [sig       ] PD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:14.677931] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PD.txt
[2025-12-29T20:29:14.678081] [INFO ] [sig       ] [2447/3546] Completed PD in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-29T20:29:14.678129] [INFO ] [sig       ] [2448/3546] Forecasting PDBC...
[2025-12-29T20:29:14.678160] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-29T20:29:14.678189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-29T20:29:14.690340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-29T20:29:14.690705] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-29T20:29:14.691507] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-29T20:29:14.691559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:14.691609] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:14.691637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:14.691695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:14.749010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:14.749721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:14.749799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:14.749830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:14.865529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:14.865704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:14.865745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:14.865773] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:14.869187] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-29T20:29:14.869481] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-29T20:29:14.869629] [INFO ] [sig       ] PDBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:15.012588] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PDBC.txt
[2025-12-29T20:29:15.012755] [INFO ] [sig       ] [2448/3546] Completed PDBC in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-29T20:29:15.012795] [INFO ] [sig       ] [2449/3546] Forecasting PDD...
[2025-12-29T20:29:15.012826] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-29T20:29:15.012857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-29T20:29:15.025242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-29T20:29:15.025646] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-29T20:29:15.026459] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-29T20:29:15.026512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:15.026561] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:15.026639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:15.026723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:15.086290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:15.087142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:15.087241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:15.087277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:15.209327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:15.209480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:15.209519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:15.209548] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:15.213056] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=72.25%)
[2025-12-29T20:29:15.213339] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-29T20:29:15.213469] [INFO ] [sig       ] PDD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:15.368430] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PDD.txt
[2025-12-29T20:29:15.368608] [INFO ] [sig       ] [2449/3546] Completed PDD in 0.4s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-29T20:29:15.368649] [INFO ] [sig       ] [2450/3546] Forecasting PDEX...
[2025-12-29T20:29:15.368679] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-29T20:29:15.368709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-29T20:29:15.381022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-29T20:29:15.381429] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-29T20:29:15.382315] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-29T20:29:15.382374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:15.382412] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:15.382474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:15.382536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:15.444034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:15.444927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:15.445012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:15.445044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:15.570091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:15.570250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:15.570291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:15.570354] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:15.573750] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-12-29T20:29:15.574030] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-29T20:29:15.574157] [INFO ] [sig       ] PDEX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:15.715968] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PDEX.txt
[2025-12-29T20:29:15.716100] [INFO ] [sig       ] [2450/3546] Completed PDEX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:15.716138] [INFO ] [sig       ] [2451/3546] Forecasting PDFS...
[2025-12-29T20:29:15.716165] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-29T20:29:15.716195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-29T20:29:15.728970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-29T20:29:15.729213] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-29T20:29:15.730383] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-29T20:29:15.730439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:15.730480] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:15.730508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:15.730566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:15.787728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:15.788507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:15.788602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:15.788636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:15.907912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:15.908016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:15.908050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:15.908078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:15.911178] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-12-29T20:29:15.911439] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-29T20:29:15.911559] [INFO ] [sig       ] PDFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:16.050938] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PDFS.txt
[2025-12-29T20:29:16.051064] [INFO ] [sig       ] [2451/3546] Completed PDFS in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:16.051103] [INFO ] [sig       ] [2452/3546] Forecasting PDI...
[2025-12-29T20:29:16.051132] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-29T20:29:16.051161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-29T20:29:16.062869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-29T20:29:16.063200] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-29T20:29:16.064016] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-29T20:29:16.064068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:16.064100] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:16.064126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:16.064184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:16.120542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:16.121247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:16.121328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:16.121360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:16.235829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:16.235984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:16.236023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:16.236052] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:16.239405] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-12-29T20:29:16.239699] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-29T20:29:16.239827] [INFO ] [sig       ] PDI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:16.380195] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PDI.txt
[2025-12-29T20:29:16.380326] [INFO ] [sig       ] [2452/3546] Completed PDI in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:16.380365] [INFO ] [sig       ] [2453/3546] Forecasting PDLB...
[2025-12-29T20:29:16.380394] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-29T20:29:16.380424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-29T20:29:16.392133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-29T20:29:16.392451] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-29T20:29:16.393247] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-29T20:29:16.393298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:16.393328] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:16.393354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:16.393414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:16.450230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:16.450845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:16.450922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:16.450953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:16.569544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:16.569696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:16.569734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:16.569761] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:16.573022] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-29T20:29:16.573291] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-29T20:29:16.573415] [INFO ] [sig       ] PDLB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:16.714481] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PDLB.txt
[2025-12-29T20:29:16.714633] [INFO ] [sig       ] [2453/3546] Completed PDLB in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:16.714673] [INFO ] [sig       ] [2454/3546] Forecasting PDM...
[2025-12-29T20:29:16.714702] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-29T20:29:16.714732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-29T20:29:16.725697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-29T20:29:16.725978] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-29T20:29:16.726766] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-29T20:29:16.726817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:16.726849] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:16.726875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:16.726932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:16.782870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:16.783515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:16.783611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:16.783646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:16.900678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:16.900828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:16.900868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:16.900897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:16.904208] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-29T20:29:16.904477] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-29T20:29:16.904615] [INFO ] [sig       ] PDM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:17.042227] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PDM.txt
[2025-12-29T20:29:17.042358] [INFO ] [sig       ] [2454/3546] Completed PDM in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:17.042397] [INFO ] [sig       ] [2455/3546] Forecasting PDO...
[2025-12-29T20:29:17.042433] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-29T20:29:17.042463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-29T20:29:17.055077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-29T20:29:17.055425] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-29T20:29:17.056307] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-29T20:29:17.056364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:17.056397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:17.056425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:17.056485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:17.114666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:17.115568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:17.115697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:17.115752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:17.235863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:17.236020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:17.236060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:17.236091] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:17.239552] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-12-29T20:29:17.239867] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-29T20:29:17.240006] [INFO ] [sig       ] PDO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:17.388863] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PDO.txt
[2025-12-29T20:29:17.389039] [INFO ] [sig       ] [2455/3546] Completed PDO in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:17.389080] [INFO ] [sig       ] [2456/3546] Forecasting PDP...
[2025-12-29T20:29:17.389114] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-29T20:29:17.389145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-29T20:29:17.401413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-29T20:29:17.401885] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-29T20:29:17.402974] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-29T20:29:17.403060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:17.403101] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:17.403137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:17.403219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:17.465954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:17.466845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:17.466933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:17.466968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:17.586657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:17.586816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:17.586857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:17.586886] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:17.590710] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-29T20:29:17.591084] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-29T20:29:17.591236] [INFO ] [sig       ] PDP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:17.739326] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PDP.txt
[2025-12-29T20:29:17.739482] [INFO ] [sig       ] [2456/3546] Completed PDP in 0.4s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:17.739521] [INFO ] [sig       ] [2457/3546] Forecasting PDS...
[2025-12-29T20:29:17.739550] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-29T20:29:17.739598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-29T20:29:17.750900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-29T20:29:17.751229] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-29T20:29:17.752033] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-29T20:29:17.752086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:17.752117] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:17.752145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:17.752203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:17.810370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:17.811248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:17.811333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:17.811404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:17.929520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:17.929680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:17.929719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:17.929747] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:17.933014] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-29T20:29:17.933279] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-29T20:29:17.933401] [INFO ] [sig       ] PDS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:18.072616] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PDS.txt
[2025-12-29T20:29:18.072747] [INFO ] [sig       ] [2457/3546] Completed PDS in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:18.072785] [INFO ] [sig       ] [2458/3546] Forecasting PDX...
[2025-12-29T20:29:18.072815] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-29T20:29:18.072845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-29T20:29:18.084070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-29T20:29:18.084334] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-29T20:29:18.085129] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-29T20:29:18.085183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:18.085214] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:18.085241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:18.085298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:18.142780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:18.143501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:18.143608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:18.143644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:18.265554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:18.265717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:18.265757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:18.265803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:18.269141] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=41.20%)
[2025-12-29T20:29:18.269410] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-29T20:29:18.269533] [INFO ] [sig       ] PDX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:18.412513] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PDX.txt
[2025-12-29T20:29:18.412691] [INFO ] [sig       ] [2458/3546] Completed PDX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:18.412733] [INFO ] [sig       ] [2459/3546] Forecasting PDYN...
[2025-12-29T20:29:18.412764] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-29T20:29:18.412794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-29T20:29:18.424014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-29T20:29:18.424336] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-29T20:29:18.425125] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-29T20:29:18.425177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:18.425208] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:18.425234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:18.425296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:18.486379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:18.487235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:18.487317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:18.487350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:18.608234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:18.608384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:18.608422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:18.608450] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:18.611972] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-12-29T20:29:18.612250] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-29T20:29:18.612375] [INFO ] [sig       ] PDYN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:18.753560] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PDYN.txt
[2025-12-29T20:29:18.753706] [INFO ] [sig       ] [2459/3546] Completed PDYN in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:18.753744] [INFO ] [sig       ] [2460/3546] Forecasting PEB...
[2025-12-29T20:29:18.753772] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-29T20:29:18.753802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-29T20:29:18.764961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-29T20:29:18.765213] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-29T20:29:18.766018] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-29T20:29:18.766070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:18.766101] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:18.766127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:18.766184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:18.823111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:18.823788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:18.823865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:18.823897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:18.945640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:18.945790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:18.945827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:18.945855] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:18.949146] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-29T20:29:18.949414] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-29T20:29:18.949539] [INFO ] [sig       ] PEB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:19.089981] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PEB.txt
[2025-12-29T20:29:19.090132] [INFO ] [sig       ] [2460/3546] Completed PEB in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-29T20:29:19.090172] [INFO ] [sig       ] [2461/3546] Forecasting PEBK...
[2025-12-29T20:29:19.090201] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-29T20:29:19.090230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-29T20:29:19.100429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-29T20:29:19.100678] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-29T20:29:19.101445] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-29T20:29:19.101498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:19.101529] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:19.101556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:19.101637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:19.159826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:19.160492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:19.160587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:19.160623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:19.255695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:19.256057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:19.256096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:19.256124] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:19.260276] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-12-29T20:29:19.260631] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-29T20:29:19.260775] [INFO ] [sig       ] PEBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:19.400212] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PEBK.txt
[2025-12-29T20:29:19.400338] [INFO ] [sig       ] [2461/3546] Completed PEBK in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-29T20:29:19.400376] [INFO ] [sig       ] [2462/3546] Forecasting PEBO...
[2025-12-29T20:29:19.400405] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-29T20:29:19.400435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-29T20:29:19.411747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-29T20:29:19.412105] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-29T20:29:19.412913] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-29T20:29:19.412966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:19.412997] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:19.413024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:19.413093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:19.470406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:19.471250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:19.471335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:19.471368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:19.591262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:19.591413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:19.591452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:19.591481] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:19.594865] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=89.95%)
[2025-12-29T20:29:19.595180] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-29T20:29:19.595314] [INFO ] [sig       ] PEBO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:19.738893] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PEBO.txt
[2025-12-29T20:29:19.739054] [INFO ] [sig       ] [2462/3546] Completed PEBO in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-29T20:29:19.739093] [INFO ] [sig       ] [2463/3546] Forecasting PECO...
[2025-12-29T20:29:19.739123] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-29T20:29:19.739152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-29T20:29:19.750821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-29T20:29:19.751168] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-29T20:29:19.751973] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-29T20:29:19.752025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:19.752059] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:19.752086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:19.752144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:19.810349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:19.811231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:19.811314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:19.811346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:19.929053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:19.929202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:19.929241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:19.929270] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:19.932613] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-29T20:29:19.932888] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-29T20:29:19.933011] [INFO ] [sig       ] PECO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:20.073647] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PECO.txt
[2025-12-29T20:29:20.073820] [INFO ] [sig       ] [2463/3546] Completed PECO in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-29T20:29:20.073859] [INFO ] [sig       ] [2464/3546] Forecasting PEG...
[2025-12-29T20:29:20.073889] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-29T20:29:20.073919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-29T20:29:20.085400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-29T20:29:20.085752] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-29T20:29:20.086541] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-29T20:29:20.086622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:20.086678] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:20.086707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:20.086765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:20.143707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:20.144497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:20.144594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:20.144629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:20.267600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:20.267751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:20.267794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:20.267822] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:20.271199] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-29T20:29:20.271481] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-29T20:29:20.271631] [INFO ] [sig       ] PEG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:20.414472] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PEG.txt
[2025-12-29T20:29:20.414653] [INFO ] [sig       ] [2464/3546] Completed PEG in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-29T20:29:20.414694] [INFO ] [sig       ] [2465/3546] Forecasting PEGA...
[2025-12-29T20:29:20.414723] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-29T20:29:20.414754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-29T20:29:20.426065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-29T20:29:20.426457] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-29T20:29:20.427291] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-29T20:29:20.427346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:20.427377] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:20.427403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:20.427461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:20.487211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:20.488135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:20.488254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:20.488288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:20.613784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:20.613933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:20.613974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:20.614004] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:20.617396] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2025-12-29T20:29:20.617729] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-29T20:29:20.617868] [INFO ] [sig       ] PEGA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:20.756006] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PEGA.txt
[2025-12-29T20:29:20.756136] [INFO ] [sig       ] [2465/3546] Completed PEGA in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-29T20:29:20.756175] [INFO ] [sig       ] [2466/3546] Forecasting PEN...
[2025-12-29T20:29:20.756205] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-29T20:29:20.756234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-29T20:29:20.770609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-29T20:29:20.770933] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-29T20:29:20.771764] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-29T20:29:20.771819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:20.771852] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:20.771881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:20.772130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:20.830785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:20.831741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:20.831823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:20.831856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:20.951506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:20.951703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:20.951746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:20.951775] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:20.955383] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-12-29T20:29:20.955681] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-29T20:29:20.955808] [INFO ] [sig       ] PEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:21.097554] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PEN.txt
[2025-12-29T20:29:21.097695] [INFO ] [sig       ] [2466/3546] Completed PEN in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-29T20:29:21.097736] [INFO ] [sig       ] [2467/3546] Forecasting PENN...
[2025-12-29T20:29:21.097766] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-29T20:29:21.097796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-29T20:29:21.111006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-29T20:29:21.111337] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-29T20:29:21.112359] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-29T20:29:21.112414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:21.112446] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:21.112475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:21.112534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:21.171009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:21.171849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:21.171930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:21.171962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:21.291937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:21.292106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:21.292177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:21.292271] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:21.296971] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-29T20:29:21.297297] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-29T20:29:21.297438] [INFO ] [sig       ] PENN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:21.439825] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PENN.txt
[2025-12-29T20:29:21.439989] [INFO ] [sig       ] [2467/3546] Completed PENN in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:21.440030] [INFO ] [sig       ] [2468/3546] Forecasting PEO...
[2025-12-29T20:29:21.440062] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-29T20:29:21.440094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-29T20:29:21.451197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-29T20:29:21.451517] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-29T20:29:21.452319] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-29T20:29:21.452372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:21.452403] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:21.452430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:21.452487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:21.510286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:21.511182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:21.511268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:21.511300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:21.628794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:21.628952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:21.628994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:21.629023] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:21.632443] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=31.98%)
[2025-12-29T20:29:21.632731] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-29T20:29:21.632860] [INFO ] [sig       ] PEO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:21.772679] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PEO.txt
[2025-12-29T20:29:21.772823] [INFO ] [sig       ] [2468/3546] Completed PEO in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:21.772865] [INFO ] [sig       ] [2469/3546] Forecasting PEP...
[2025-12-29T20:29:21.772898] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-29T20:29:21.772931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-29T20:29:21.784206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-29T20:29:21.784560] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-29T20:29:21.785375] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-29T20:29:21.785426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:21.785457] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:21.785483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:21.785542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:21.848714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:21.849538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:21.849641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:21.849677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:21.969482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:21.969656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:21.969699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:21.969729] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:21.973132] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-12-29T20:29:21.973429] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-29T20:29:21.973560] [INFO ] [sig       ] PEP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:22.113397] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PEP.txt
[2025-12-29T20:29:22.113520] [INFO ] [sig       ] [2469/3546] Completed PEP in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:22.113558] [INFO ] [sig       ] [2470/3546] Forecasting PEPG...
[2025-12-29T20:29:22.113606] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-29T20:29:22.113637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-29T20:29:22.124618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-29T20:29:22.124894] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-29T20:29:22.125680] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-29T20:29:22.125732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:22.125767] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:22.125793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:22.125850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:22.186127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:22.186994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:22.187086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:22.187117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:22.302288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:22.302439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:22.302477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:22.302505] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:22.305849] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-29T20:29:22.306114] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-29T20:29:22.306236] [INFO ] [sig       ] PEPG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:22.447256] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PEPG.txt
[2025-12-29T20:29:22.447416] [INFO ] [sig       ] [2470/3546] Completed PEPG in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:22.447456] [INFO ] [sig       ] [2471/3546] Forecasting PERF...
[2025-12-29T20:29:22.447487] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-29T20:29:22.447517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-29T20:29:22.459475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-29T20:29:22.459899] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-29T20:29:22.460797] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-29T20:29:22.460861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:22.460896] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:22.460928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:22.460994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:22.520010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:22.520702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:22.520783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:22.520817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:22.633456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:22.633649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:22.633692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:22.633723] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:22.637189] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-29T20:29:22.637477] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-29T20:29:22.637627] [INFO ] [sig       ] PERF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:22.776985] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PERF.txt
[2025-12-29T20:29:22.777113] [INFO ] [sig       ] [2471/3546] Completed PERF in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:22.777152] [INFO ] [sig       ] [2472/3546] Forecasting PERI...
[2025-12-29T20:29:22.777181] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-29T20:29:22.777210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-29T20:29:22.788027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-29T20:29:22.788295] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-29T20:29:22.789114] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-29T20:29:22.789168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:22.789201] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:22.789231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:22.789292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:22.847061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:22.847777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:22.847857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:22.847891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:22.965823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:22.966169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:22.966209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:22.966238] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:22.970140] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-12-29T20:29:22.970408] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-29T20:29:22.970530] [INFO ] [sig       ] PERI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:23.113108] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PERI.txt
[2025-12-29T20:29:23.113234] [INFO ] [sig       ] [2472/3546] Completed PERI in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:23.113272] [INFO ] [sig       ] [2473/3546] Forecasting PESI...
[2025-12-29T20:29:23.113301] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-29T20:29:23.113329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-29T20:29:23.124672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-29T20:29:23.124940] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-29T20:29:23.125718] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-29T20:29:23.125770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:23.125801] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:23.125827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:23.125884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:23.183354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:23.184106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:23.184191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:23.184226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:23.303793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:23.303945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:23.303985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:23.304013] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:23.307304] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=32.02%)
[2025-12-29T20:29:23.307586] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-29T20:29:23.307712] [INFO ] [sig       ] PESI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:23.446178] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PESI.txt
[2025-12-29T20:29:23.446318] [INFO ] [sig       ] [2473/3546] Completed PESI in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:23.446355] [INFO ] [sig       ] [2474/3546] Forecasting PETS...
[2025-12-29T20:29:23.446385] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-29T20:29:23.446414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-29T20:29:23.457731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-29T20:29:23.458001] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-29T20:29:23.458850] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-29T20:29:23.458904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:23.458937] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:23.458966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:23.459027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:23.517704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:23.518381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:23.518488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:23.518523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:23.640121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:23.640274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:23.640315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:23.640344] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:23.643709] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-29T20:29:23.644059] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-29T20:29:23.644212] [INFO ] [sig       ] PETS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:23.786826] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PETS.txt
[2025-12-29T20:29:23.786957] [INFO ] [sig       ] [2474/3546] Completed PETS in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:23.786995] [INFO ] [sig       ] [2475/3546] Forecasting PEY...
[2025-12-29T20:29:23.787025] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-29T20:29:23.787054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-29T20:29:23.798910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-29T20:29:23.799208] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-29T20:29:23.800027] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-29T20:29:23.800081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:23.800126] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:23.800155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:23.800216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:23.858878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:23.859616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:23.859699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:23.859733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:23.974741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:23.974896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:23.974937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:23.974966] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:23.978389] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=47.29%)
[2025-12-29T20:29:23.978704] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-29T20:29:23.981705] [INFO ] [sig       ] PEY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:24.122678] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PEY.txt
[2025-12-29T20:29:24.122823] [INFO ] [sig       ] [2475/3546] Completed PEY in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:24.122863] [INFO ] [sig       ] [2476/3546] Forecasting PFBC...
[2025-12-29T20:29:24.122894] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-29T20:29:24.122925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-29T20:29:24.133867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-29T20:29:24.134143] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-29T20:29:24.134961] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-29T20:29:24.135013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:24.135044] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:24.135070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:24.135127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:24.195662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:24.196409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:24.196491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:24.196525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:24.311358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:24.311516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:24.311586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:24.311628] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:24.314986] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-29T20:29:24.315261] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-29T20:29:24.315388] [INFO ] [sig       ] PFBC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:24.457059] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFBC.txt
[2025-12-29T20:29:24.457195] [INFO ] [sig       ] [2476/3546] Completed PFBC in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:24.457233] [INFO ] [sig       ] [2477/3546] Forecasting PFD...
[2025-12-29T20:29:24.457262] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-29T20:29:24.457291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-29T20:29:24.468899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-29T20:29:24.469225] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-29T20:29:24.470017] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-29T20:29:24.470071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:24.470103] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:24.470129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:24.470186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:24.527659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:24.528332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:24.528413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:24.528447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:24.637340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:24.637486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:24.637525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:24.637553] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:24.640965] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-29T20:29:24.641240] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-29T20:29:24.641369] [INFO ] [sig       ] PFD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:24.784615] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PFD.txt
[2025-12-29T20:29:24.784802] [INFO ] [sig       ] [2477/3546] Completed PFD in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:24.784846] [INFO ] [sig       ] [2478/3546] Forecasting PFF...
[2025-12-29T20:29:24.784875] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-29T20:29:24.784906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-29T20:29:24.795872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-29T20:29:24.796223] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-29T20:29:24.797071] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-29T20:29:24.797124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:24.797155] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:24.797182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:24.797239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:24.854447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:24.855302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:24.855387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:24.855421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:24.977917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:24.978075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:24.978116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:24.978146] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:24.981638] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-29T20:29:24.981919] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-29T20:29:24.982048] [INFO ] [sig       ] PFF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:25.130294] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFF.txt
[2025-12-29T20:29:25.130480] [INFO ] [sig       ] [2478/3546] Completed PFF in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-29T20:29:25.130543] [INFO ] [sig       ] [2479/3546] Forecasting PFG...
[2025-12-29T20:29:25.130595] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-29T20:29:25.130630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-29T20:29:25.142485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-29T20:29:25.142915] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-29T20:29:25.143757] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-29T20:29:25.143810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:25.143841] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:25.143866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:25.143923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:25.202361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:25.203227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:25.203313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:25.203345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:25.322444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:25.322617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:25.322657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:25.322686] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:25.326012] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-29T20:29:25.326309] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-29T20:29:25.326444] [INFO ] [sig       ] PFG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:25.468784] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFG.txt
[2025-12-29T20:29:25.468967] [INFO ] [sig       ] [2479/3546] Completed PFG in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-29T20:29:25.469010] [INFO ] [sig       ] [2480/3546] Forecasting PFGC...
[2025-12-29T20:29:25.469040] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-29T20:29:25.469071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-29T20:29:25.481046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-29T20:29:25.481448] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-29T20:29:25.482366] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-29T20:29:25.482422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:25.482456] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:25.482482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:25.482539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:25.540968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:25.541856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:25.541940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:25.541972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:25.664123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:25.664272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:25.664311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:25.664340] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:25.667648] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-29T20:29:25.667914] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-29T20:29:25.668054] [INFO ] [sig       ] PFGC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:25.809871] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PFGC.txt
[2025-12-29T20:29:25.810023] [INFO ] [sig       ] [2480/3546] Completed PFGC in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-29T20:29:25.810062] [INFO ] [sig       ] [2481/3546] Forecasting PFH...
[2025-12-29T20:29:25.810090] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-29T20:29:25.810120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-29T20:29:25.821401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-29T20:29:25.821689] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-29T20:29:25.822450] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-29T20:29:25.822502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:25.822558] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:25.822606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:25.822666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:25.879868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:25.880617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:25.880696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:25.880728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:25.998817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:25.998967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:25.999005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:25.999033] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:26.002945] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-29T20:29:26.003408] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-29T20:29:26.003530] [INFO ] [sig       ] PFH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:26.144671] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFH.txt
[2025-12-29T20:29:26.144799] [INFO ] [sig       ] [2481/3546] Completed PFH in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-29T20:29:26.144837] [INFO ] [sig       ] [2482/3546] Forecasting PFIS...
[2025-12-29T20:29:26.144870] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-29T20:29:26.144898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-29T20:29:26.156021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-29T20:29:26.156381] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-29T20:29:26.157312] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-29T20:29:26.157365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:26.157396] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:26.157422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:26.157484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:26.214779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:26.215570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:26.215663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:26.215695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:26.327702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:26.327841] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:29:26.327880] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:26.327924] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:26.331258] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-29T20:29:26.331524] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-29T20:29:26.331664] [INFO ] [sig       ] PFIS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:26.490011] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PFIS.txt
[2025-12-29T20:29:26.490182] [INFO ] [sig       ] [2482/3546] Completed PFIS in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-29T20:29:26.490221] [INFO ] [sig       ] [2483/3546] Forecasting PFL...
[2025-12-29T20:29:26.490249] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-29T20:29:26.490281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-29T20:29:26.502486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-29T20:29:26.502847] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-29T20:29:26.503644] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-29T20:29:26.503697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:26.503729] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:26.503755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:26.503813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:26.561057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:26.561930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:26.562011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:26.562043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:26.679623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:26.679797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:26.679842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:26.679877] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:26.683777] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-29T20:29:26.684126] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-29T20:29:26.684265] [INFO ] [sig       ] PFL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:26.833835] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFL.txt
[2025-12-29T20:29:26.834011] [INFO ] [sig       ] [2483/3546] Completed PFL in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-29T20:29:26.834050] [INFO ] [sig       ] [2484/3546] Forecasting PFM...
[2025-12-29T20:29:26.834080] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-29T20:29:26.834113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-29T20:29:26.846264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-29T20:29:26.846540] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-29T20:29:26.847333] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-29T20:29:26.847387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:26.847419] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:26.847445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:26.847503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:26.905367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:26.906302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:26.906413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:26.906446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:27.030623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:27.030790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:27.030830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:27.030898] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:27.034346] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-29T20:29:27.034673] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-29T20:29:27.034811] [INFO ] [sig       ] PFM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:27.185587] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFM.txt
[2025-12-29T20:29:27.185752] [INFO ] [sig       ] [2484/3546] Completed PFM in 0.4s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:27.185792] [INFO ] [sig       ] [2485/3546] Forecasting PFN...
[2025-12-29T20:29:27.185822] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-29T20:29:27.185852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-29T20:29:27.197411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-29T20:29:27.197678] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-29T20:29:27.198436] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-29T20:29:27.198488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:27.198519] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:27.198545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:27.198626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:27.255833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:27.256454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:27.256531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:27.256563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:27.374180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:27.374327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:27.374364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:27.374392] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:27.377793] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-29T20:29:27.378118] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-29T20:29:27.378255] [INFO ] [sig       ] PFN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:27.518212] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PFN.txt
[2025-12-29T20:29:27.518352] [INFO ] [sig       ] [2485/3546] Completed PFN in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:27.518391] [INFO ] [sig       ] [2486/3546] Forecasting PFO...
[2025-12-29T20:29:27.518419] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-29T20:29:27.518449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-29T20:29:27.529427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-29T20:29:27.529803] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-29T20:29:27.530598] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-29T20:29:27.530650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:27.530681] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:27.530719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:27.530783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:27.586482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:27.587087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:27.587163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:27.587194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:27.699051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:27.699168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:27.699204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:27.699232] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:27.702610] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-29T20:29:27.702871] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-29T20:29:27.702992] [INFO ] [sig       ] PFO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:27.842713] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFO.txt
[2025-12-29T20:29:27.842829] [INFO ] [sig       ] [2486/3546] Completed PFO in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:27.842867] [INFO ] [sig       ] [2487/3546] Forecasting PFS...
[2025-12-29T20:29:27.842895] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-29T20:29:27.842929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-29T20:29:27.854475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-29T20:29:27.854749] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-29T20:29:27.855513] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-29T20:29:27.855564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:27.855623] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:27.855651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:27.855709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:27.912398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:27.912993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:27.913072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:27.913103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:28.033483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:28.033660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:28.033701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:28.033729] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:28.037039] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-29T20:29:28.037306] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-29T20:29:28.037426] [INFO ] [sig       ] PFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:28.178296] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFS.txt
[2025-12-29T20:29:28.178428] [INFO ] [sig       ] [2487/3546] Completed PFS in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:28.178467] [INFO ] [sig       ] [2488/3546] Forecasting PFSI...
[2025-12-29T20:29:28.178496] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-29T20:29:28.178525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-29T20:29:28.189591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-29T20:29:28.189837] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-29T20:29:28.190634] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-29T20:29:28.190686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:28.190717] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:28.190744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:28.190801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:28.250957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:28.251663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:28.251753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:28.251787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:28.370031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:28.370193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:28.370233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:28.370262] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:28.373818] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-29T20:29:28.374121] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-29T20:29:28.374403] [INFO ] [sig       ] PFSI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:28.569945] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PFSI.txt
[2025-12-29T20:29:28.570274] [INFO ] [sig       ] [2488/3546] Completed PFSI in 0.4s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:28.570314] [INFO ] [sig       ] [2489/3546] Forecasting PGC...
[2025-12-29T20:29:28.570344] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-29T20:29:28.570374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-29T20:29:28.583008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-29T20:29:28.583267] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-29T20:29:28.584102] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-29T20:29:28.584157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:28.584190] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:28.584216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:28.584274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:28.642878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:28.643689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:28.643766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:28.643798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:28.764890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:28.765030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:28.765067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:28.765094] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:28.768961] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-12-29T20:29:28.769228] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-29T20:29:28.769353] [INFO ] [sig       ] PGC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:28.911198] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PGC.txt
[2025-12-29T20:29:28.911312] [INFO ] [sig       ] [2489/3546] Completed PGC in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:28.911349] [INFO ] [sig       ] [2490/3546] Forecasting PGEN...
[2025-12-29T20:29:28.911378] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-29T20:29:28.911414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-29T20:29:28.923488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-29T20:29:28.923759] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-29T20:29:28.924718] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-29T20:29:28.924770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:28.924800] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:28.924825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:28.924882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:28.983368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:28.983988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:28.984068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:28.984099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:29.104242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:29.104375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:29.104412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:29.104439] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:29.107859] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=32.17%)
[2025-12-29T20:29:29.108129] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-29T20:29:29.108250] [INFO ] [sig       ] PGEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:29.249738] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PGEN.txt
[2025-12-29T20:29:29.249870] [INFO ] [sig       ] [2490/3546] Completed PGEN in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:29.249909] [INFO ] [sig       ] [2491/3546] Forecasting PGJ...
[2025-12-29T20:29:29.249937] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-29T20:29:29.249965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-29T20:29:29.260686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-29T20:29:29.260936] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-29T20:29:29.261708] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-29T20:29:29.261760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:29.261791] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:29.261818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:29.261876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:29.322660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:29.323377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:29.323498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:29.323533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:29.443826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:29.443986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:29.444024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:29.444053] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:29.447449] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-29T20:29:29.447757] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-29T20:29:29.447888] [INFO ] [sig       ] PGJ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:29.587019] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PGJ.txt
[2025-12-29T20:29:29.587150] [INFO ] [sig       ] [2491/3546] Completed PGJ in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:29.587188] [INFO ] [sig       ] [2492/3546] Forecasting PGNY...
[2025-12-29T20:29:29.587219] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-29T20:29:29.587249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-29T20:29:29.598179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-29T20:29:29.598423] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-29T20:29:29.599249] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-29T20:29:29.599302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:29.599333] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:29.599359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:29.599417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:29.656161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:29.656777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:29.656855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:29.656886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:29.772373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:29.772497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:29.772534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:29.772562] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:29.775757] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-12-29T20:29:29.776025] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-29T20:29:29.776145] [INFO ] [sig       ] PGNY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:29.916878] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PGNY.txt
[2025-12-29T20:29:29.917004] [INFO ] [sig       ] [2492/3546] Completed PGNY in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:29.917042] [INFO ] [sig       ] [2493/3546] Forecasting PGP...
[2025-12-29T20:29:29.917072] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-29T20:29:29.917103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-29T20:29:29.928400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-29T20:29:29.928711] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-29T20:29:29.929522] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-29T20:29:29.929594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:29.929628] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:29.929654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:29.929710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:29.986500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:29.987180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:29.987258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:29.987296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:30.100835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:30.100989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:30.101030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:30.101058] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:30.104406] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-29T20:29:30.104691] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-29T20:29:30.104817] [INFO ] [sig       ] PGP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:30.245443] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PGP.txt
[2025-12-29T20:29:30.245565] [INFO ] [sig       ] [2493/3546] Completed PGP in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:30.245621] [INFO ] [sig       ] [2494/3546] Forecasting PGY...
[2025-12-29T20:29:30.245651] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-29T20:29:30.245681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-29T20:29:30.257542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-29T20:29:30.257875] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-29T20:29:30.258702] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-29T20:29:30.258755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:30.258809] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:30.258837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:30.258894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:30.315643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:30.316253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:30.316331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:30.316362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:30.438523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:30.438691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:30.438737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:30.438782] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:30.442239] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=33.12%)
[2025-12-29T20:29:30.442521] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-29T20:29:30.442671] [INFO ] [sig       ] PGY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:30.581170] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PGY.txt
[2025-12-29T20:29:30.581313] [INFO ] [sig       ] [2494/3546] Completed PGY in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:30.581352] [INFO ] [sig       ] [2495/3546] Forecasting PGZ...
[2025-12-29T20:29:30.581380] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-29T20:29:30.581410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-29T20:29:30.592542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-29T20:29:30.592872] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-29T20:29:30.593695] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-29T20:29:30.593748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:30.593779] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:30.593805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:30.593862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:30.650864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:30.651485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:30.651569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:30.651619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:30.764660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:30.764812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:30.764851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:30.764879] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:30.768133] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-12-29T20:29:30.768403] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-29T20:29:30.768527] [INFO ] [sig       ] PGZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:30.911336] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PGZ.txt
[2025-12-29T20:29:30.911486] [INFO ] [sig       ] [2495/3546] Completed PGZ in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:30.911532] [INFO ] [sig       ] [2496/3546] Forecasting PH...
[2025-12-29T20:29:30.911563] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-29T20:29:30.911609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-29T20:29:30.923821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-29T20:29:30.924123] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-29T20:29:30.924956] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-29T20:29:30.925007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:30.925037] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:30.925063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:30.925120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:30.982090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:30.982769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:30.982854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:30.982886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:31.102988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:31.103136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:31.103175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:31.103203] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:31.106564] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-29T20:29:31.106851] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-29T20:29:31.106978] [INFO ] [sig       ] PH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:31.248204] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PH.txt
[2025-12-29T20:29:31.248324] [INFO ] [sig       ] [2496/3546] Completed PH in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-29T20:29:31.248361] [INFO ] [sig       ] [2497/3546] Forecasting PHG...
[2025-12-29T20:29:31.248390] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-29T20:29:31.248418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-29T20:29:31.259357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-29T20:29:31.259679] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-29T20:29:31.260449] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-29T20:29:31.260501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:31.260532] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:31.260559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:31.260647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:31.317235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:31.317866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:31.317943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:31.317975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:31.442084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:31.442248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:31.442299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:31.442329] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:31.445900] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=66.90%)
[2025-12-29T20:29:31.446175] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-29T20:29:31.446300] [INFO ] [sig       ] PHG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:31.585955] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PHG.txt
[2025-12-29T20:29:31.586094] [INFO ] [sig       ] [2497/3546] Completed PHG in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-29T20:29:31.586133] [INFO ] [sig       ] [2498/3546] Forecasting PHI...
[2025-12-29T20:29:31.586163] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-29T20:29:31.586191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-29T20:29:31.598027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-29T20:29:31.598285] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-29T20:29:31.599136] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-29T20:29:31.599189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:31.599255] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:31.599283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:31.599341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:31.656719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:31.657332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:31.657422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:31.657455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:31.772326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:31.772482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:31.772521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:31.772549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:31.776262] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-29T20:29:31.776536] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-29T20:29:31.776679] [INFO ] [sig       ] PHI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:31.921485] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PHI.txt
[2025-12-29T20:29:31.921732] [INFO ] [sig       ] [2498/3546] Completed PHI in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-29T20:29:31.921791] [INFO ] [sig       ] [2499/3546] Forecasting PHIN...
[2025-12-29T20:29:31.921826] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-29T20:29:31.921856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-29T20:29:31.934126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-29T20:29:31.934432] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-29T20:29:31.935286] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-29T20:29:31.935338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:31.935379] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:31.935406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:31.935465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:31.991897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:31.992622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:31.992701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:31.992733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:32.116520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:32.116710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:32.116753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:32.116780] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:32.120200] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-12-29T20:29:32.120468] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-29T20:29:32.120608] [INFO ] [sig       ] PHIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:32.262489] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PHIN.txt
[2025-12-29T20:29:32.262667] [INFO ] [sig       ] [2499/3546] Completed PHIN in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-29T20:29:32.262708] [INFO ] [sig       ] [2500/3546] Forecasting PHIO...
[2025-12-29T20:29:32.262739] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-29T20:29:32.262768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-29T20:29:32.274273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-29T20:29:32.274654] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-29T20:29:32.275452] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-29T20:29:32.275504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:32.275537] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:32.275563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:32.275653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:32.332431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:32.333299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:32.333380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:32.333412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:32.455987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:32.456174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:32.456219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:32.456248] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:32.459802] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-29T20:29:32.460079] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-29T20:29:32.460205] [INFO ] [sig       ] PHIO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:32.598658] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PHIO.txt
[2025-12-29T20:29:32.598823] [INFO ] [sig       ] [2500/3546] Completed PHIO in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-29T20:29:32.598879] [INFO ] [sig       ] [2501/3546] Forecasting PHK...
[2025-12-29T20:29:32.598910] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-29T20:29:32.598941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-29T20:29:32.610531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-29T20:29:32.610850] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-29T20:29:32.611639] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-29T20:29:32.611692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:32.611722] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:32.611748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:32.611805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:32.667757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:32.668399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:32.668477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:32.668509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:32.785086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:32.785235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:32.785274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:32.785355] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:32.788795] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-29T20:29:32.789093] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-29T20:29:32.789224] [INFO ] [sig       ] PHK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:32.931031] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PHK.txt
[2025-12-29T20:29:32.931178] [INFO ] [sig       ] [2501/3546] Completed PHK in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:32.931223] [INFO ] [sig       ] [2502/3546] Forecasting PHM...
[2025-12-29T20:29:32.931252] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-29T20:29:32.931282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-29T20:29:32.943702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-29T20:29:32.944013] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-29T20:29:32.944854] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-29T20:29:32.944906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:32.944937] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:32.944963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:32.945032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:33.001161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:33.001947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:33.002033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:33.002065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:33.119832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:33.120012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:33.120051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:33.120078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:33.123487] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-12-29T20:29:33.123817] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-29T20:29:33.123959] [INFO ] [sig       ] PHM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:33.262885] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PHM.txt
[2025-12-29T20:29:33.263019] [INFO ] [sig       ] [2502/3546] Completed PHM in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:33.263063] [INFO ] [sig       ] [2503/3546] Forecasting PHO...
[2025-12-29T20:29:33.263095] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-29T20:29:33.263125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-29T20:29:33.274374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-29T20:29:33.274690] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-29T20:29:33.275459] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-29T20:29:33.275510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:33.275542] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:33.275587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:33.275650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:33.331884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:33.332637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:33.332716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:33.332747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:33.456198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:33.456369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:33.456407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:33.456436] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:33.459941] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-29T20:29:33.460227] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-29T20:29:33.460352] [INFO ] [sig       ] PHO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:33.599609] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PHO.txt
[2025-12-29T20:29:33.599733] [INFO ] [sig       ] [2503/3546] Completed PHO in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:33.599772] [INFO ] [sig       ] [2504/3546] Forecasting PHUN...
[2025-12-29T20:29:33.599801] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-29T20:29:33.599830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-29T20:29:33.611596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-29T20:29:33.611878] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-29T20:29:33.612672] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-29T20:29:33.612723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:33.612754] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:33.612780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:33.612838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:33.670367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:33.671014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:33.671097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:33.671127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:33.790509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:33.790681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:33.790722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:33.790750] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:33.794101] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-29T20:29:33.794392] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-29T20:29:33.794534] [INFO ] [sig       ] PHUN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:33.937119] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PHUN.txt
[2025-12-29T20:29:33.937261] [INFO ] [sig       ] [2504/3546] Completed PHUN in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:33.937301] [INFO ] [sig       ] [2505/3546] Forecasting PHVS...
[2025-12-29T20:29:33.937331] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-29T20:29:33.937360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-29T20:29:33.948923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-29T20:29:33.949199] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-29T20:29:33.950000] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-29T20:29:33.950055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:33.950087] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:33.950113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:33.950170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:34.006938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:34.007682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:34.007761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:34.007793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:34.124801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:34.124951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:34.124994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:34.125028] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:34.128851] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-29T20:29:34.129136] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-29T20:29:34.129265] [INFO ] [sig       ] PHVS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:34.268436] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PHVS.txt
[2025-12-29T20:29:34.268604] [INFO ] [sig       ] [2505/3546] Completed PHVS in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:34.268645] [INFO ] [sig       ] [2506/3546] Forecasting PI...
[2025-12-29T20:29:34.268676] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-29T20:29:34.268706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-29T20:29:34.280090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-29T20:29:34.280399] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-29T20:29:34.281201] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-29T20:29:34.281254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:34.281286] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:34.281313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:34.281371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:34.339357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:34.340152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:34.340232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:34.340263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:34.468426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:34.468620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:34.468668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:34.468714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:34.472264] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=38.59%)
[2025-12-29T20:29:34.472591] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-29T20:29:34.472728] [INFO ] [sig       ] PI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:34.618747] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PI.txt
[2025-12-29T20:29:34.618944] [INFO ] [sig       ] [2506/3546] Completed PI in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:34.618987] [INFO ] [sig       ] [2507/3546] Forecasting PID...
[2025-12-29T20:29:34.619017] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-29T20:29:34.619051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-29T20:29:34.631062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-29T20:29:34.631409] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-29T20:29:34.632210] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-29T20:29:34.632261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:34.632293] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:34.632319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:34.632376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:34.692540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:34.693309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:34.693595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:34.693631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:34.814532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:34.814697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:34.814738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:34.814768] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:34.818099] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=81.89%)
[2025-12-29T20:29:34.818386] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-29T20:29:34.818519] [INFO ] [sig       ] PID: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:34.957926] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PID.txt
[2025-12-29T20:29:34.958059] [INFO ] [sig       ] [2507/3546] Completed PID in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:34.958097] [INFO ] [sig       ] [2508/3546] Forecasting PIE...
[2025-12-29T20:29:34.958127] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-29T20:29:34.958156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-29T20:29:34.973223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-29T20:29:34.973591] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-29T20:29:34.974409] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-29T20:29:34.974470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:34.974500] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:34.974527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:34.974608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:35.031279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:35.032144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:35.032285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:35.032321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:35.145676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:35.145829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:35.145868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:35.145897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:35.149311] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-29T20:29:35.149600] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-29T20:29:35.149726] [INFO ] [sig       ] PIE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:35.289199] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PIE.txt
[2025-12-29T20:29:35.289340] [INFO ] [sig       ] [2508/3546] Completed PIE in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:35.289378] [INFO ] [sig       ] [2509/3546] Forecasting PII...
[2025-12-29T20:29:35.289406] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-29T20:29:35.289435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-29T20:29:35.301728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-29T20:29:35.302101] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-29T20:29:35.302973] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-29T20:29:35.303028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:35.303061] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:35.303087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:35.303144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:35.360441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:35.361282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:35.361365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:35.361397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:35.484394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:35.484595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:35.484644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:35.484676] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:35.488254] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-29T20:29:35.488539] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-29T20:29:35.488690] [INFO ] [sig       ] PII: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:35.630777] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PII.txt
[2025-12-29T20:29:35.630921] [INFO ] [sig       ] [2509/3546] Completed PII in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:35.630961] [INFO ] [sig       ] [2510/3546] Forecasting PIM...
[2025-12-29T20:29:35.630989] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-29T20:29:35.631019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-29T20:29:35.642551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-29T20:29:35.642902] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-29T20:29:35.643790] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-29T20:29:35.643844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:35.643876] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:35.643914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:35.643974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:35.702166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:35.703156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:35.703242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:35.703274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:35.816450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:35.816624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:35.816665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:35.816695] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:35.820171] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-12-29T20:29:35.820445] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-29T20:29:35.820590] [INFO ] [sig       ] PIM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:35.963197] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PIM.txt
[2025-12-29T20:29:35.963331] [INFO ] [sig       ] [2510/3546] Completed PIM in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:35.963370] [INFO ] [sig       ] [2511/3546] Forecasting PINE...
[2025-12-29T20:29:35.963400] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-29T20:29:35.963430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-29T20:29:35.974817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-29T20:29:35.975135] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-29T20:29:35.975936] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-29T20:29:35.975988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:35.976019] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:35.976047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:35.976109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:36.038280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:36.039350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:36.039441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:36.039476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:36.162403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:36.162562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:36.162619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:36.162647] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:36.166063] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-12-29T20:29:36.166356] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-29T20:29:36.166497] [INFO ] [sig       ] PINE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:36.308933] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PINE.txt
[2025-12-29T20:29:36.309106] [INFO ] [sig       ] [2511/3546] Completed PINE in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:36.309147] [INFO ] [sig       ] [2512/3546] Forecasting PINS...
[2025-12-29T20:29:36.309178] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-29T20:29:36.309209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-29T20:29:36.320339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-29T20:29:36.320660] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-29T20:29:36.321453] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-29T20:29:36.321506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:36.321538] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:36.321566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:36.321652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:36.379434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:36.380152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:36.380232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:36.380267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:36.510687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:36.510860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:36.510910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:36.510941] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:36.514522] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-29T20:29:36.514814] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-29T20:29:36.514941] [INFO ] [sig       ] PINS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:36.657793] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PINS.txt
[2025-12-29T20:29:36.657951] [INFO ] [sig       ] [2512/3546] Completed PINS in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:36.657993] [INFO ] [sig       ] [2513/3546] Forecasting PK...
[2025-12-29T20:29:36.658024] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-29T20:29:36.658055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-29T20:29:36.669746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-29T20:29:36.670044] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-29T20:29:36.670861] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-29T20:29:36.670915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:36.670946] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:36.670974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:36.671033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:36.728339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:36.729151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:36.729233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:36.729266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:36.853054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:36.853214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:36.853255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:36.853284] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:36.856719] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-29T20:29:36.856992] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-29T20:29:36.857136] [INFO ] [sig       ] PK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:37.003451] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PK.txt
[2025-12-29T20:29:37.003659] [INFO ] [sig       ] [2513/3546] Completed PK in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-29T20:29:37.003713] [INFO ] [sig       ] [2514/3546] Forecasting PKBK...
[2025-12-29T20:29:37.003751] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-29T20:29:37.003796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-29T20:29:37.016769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-29T20:29:37.017134] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-29T20:29:37.017957] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-29T20:29:37.018011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:37.018046] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:37.018084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:37.018145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:37.085974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:37.086943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:37.087026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:37.087058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:37.204520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:37.204695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:37.204734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:37.204762] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:37.208430] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-12-29T20:29:37.208842] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-29T20:29:37.208993] [INFO ] [sig       ] PKBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:37.353039] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PKBK.txt
[2025-12-29T20:29:37.353184] [INFO ] [sig       ] [2514/3546] Completed PKBK in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-29T20:29:37.353222] [INFO ] [sig       ] [2515/3546] Forecasting PKE...
[2025-12-29T20:29:37.353252] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-29T20:29:37.353281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-29T20:29:37.364607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-29T20:29:37.364941] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-29T20:29:37.365802] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-29T20:29:37.365855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:37.365915] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:37.365944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:37.366004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:37.423528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:37.424338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:37.424421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:37.424454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:37.548151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:37.548345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:37.548391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:37.548421] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:37.552111] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-29T20:29:37.552396] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-29T20:29:37.552524] [INFO ] [sig       ] PKE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:37.701181] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PKE.txt
[2025-12-29T20:29:37.701364] [INFO ] [sig       ] [2515/3546] Completed PKE in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-29T20:29:37.701406] [INFO ] [sig       ] [2516/3546] Forecasting PKG...
[2025-12-29T20:29:37.701438] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-29T20:29:37.701468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-29T20:29:37.713347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-29T20:29:37.713719] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-29T20:29:37.714595] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-29T20:29:37.714654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:37.714687] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:37.714714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:37.714773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:37.775643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:37.776546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:37.776651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:37.776685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:37.903457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:37.903703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:37.903782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:37.903815] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:37.907306] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-12-29T20:29:37.907609] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-29T20:29:37.907743] [INFO ] [sig       ] PKG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:38.055031] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PKG.txt
[2025-12-29T20:29:38.055186] [INFO ] [sig       ] [2516/3546] Completed PKG in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-29T20:29:38.055225] [INFO ] [sig       ] [2517/3546] Forecasting PKOH...
[2025-12-29T20:29:38.055255] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-29T20:29:38.055284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-29T20:29:38.066602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-29T20:29:38.066922] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-29T20:29:38.067769] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-29T20:29:38.067822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:38.067855] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:38.067884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:38.067944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:38.125797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:38.126625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:38.126705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:38.126737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:38.245183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:38.245552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:38.245624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:38.245666] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:38.249386] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-12-29T20:29:38.249703] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-29T20:29:38.249837] [INFO ] [sig       ] PKOH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:38.428628] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PKOH.txt
[2025-12-29T20:29:38.428868] [INFO ] [sig       ] [2517/3546] Completed PKOH in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-29T20:29:38.428923] [INFO ] [sig       ] [2518/3546] Forecasting PKX...
[2025-12-29T20:29:38.428960] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-29T20:29:38.429000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-29T20:29:38.442701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-29T20:29:38.443073] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-29T20:29:38.444078] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-29T20:29:38.444131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:38.444162] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:38.444189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:38.444435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:38.505027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:38.505877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:38.505958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:38.505991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:38.626930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:38.627103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:38.627147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:38.627210] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:38.630910] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-12-29T20:29:38.631225] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-29T20:29:38.631369] [INFO ] [sig       ] PKX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:38.773814] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PKX.txt
[2025-12-29T20:29:38.773971] [INFO ] [sig       ] [2518/3546] Completed PKX in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-29T20:29:38.774011] [INFO ] [sig       ] [2519/3546] Forecasting PL...
[2025-12-29T20:29:38.774043] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-29T20:29:38.774112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-29T20:29:38.785630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-29T20:29:38.785996] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-29T20:29:38.786828] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-29T20:29:38.786879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:38.786911] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:38.786937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:38.786994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:38.843396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:38.844292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:38.844378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:38.844412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:38.972382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:38.972548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:38.972611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:38.972641] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:38.976149] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-29T20:29:38.976429] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-29T20:29:38.976564] [INFO ] [sig       ] PL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:39.119191] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PL.txt
[2025-12-29T20:29:39.119324] [INFO ] [sig       ] [2519/3546] Completed PL in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:39.119362] [INFO ] [sig       ] [2520/3546] Forecasting PLAB...
[2025-12-29T20:29:39.119391] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-29T20:29:39.119421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-29T20:29:39.130512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-29T20:29:39.130849] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-29T20:29:39.131683] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-29T20:29:39.131735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:39.131765] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:39.131792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:39.131850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:39.193642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:39.194466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:39.194561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:39.194612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:39.327411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:39.327589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:39.327635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:39.327665] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:39.331104] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-12-29T20:29:39.331408] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-29T20:29:39.331546] [INFO ] [sig       ] PLAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:39.486887] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PLAB.txt
[2025-12-29T20:29:39.487034] [INFO ] [sig       ] [2520/3546] Completed PLAB in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:39.487075] [INFO ] [sig       ] [2521/3546] Forecasting PLAY...
[2025-12-29T20:29:39.487105] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-29T20:29:39.487136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-29T20:29:39.498757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-29T20:29:39.499150] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-29T20:29:39.500013] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-29T20:29:39.500068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:39.500101] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:39.500130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:39.500190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:39.558232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:39.559084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:39.559176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:39.559214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:39.686260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:39.686430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:39.686475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:39.686503] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:39.690058] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-29T20:29:39.690333] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-29T20:29:39.690459] [INFO ] [sig       ] PLAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:39.833797] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PLAY.txt
[2025-12-29T20:29:39.833966] [INFO ] [sig       ] [2521/3546] Completed PLAY in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:39.834005] [INFO ] [sig       ] [2522/3546] Forecasting PLBC...
[2025-12-29T20:29:39.834034] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-29T20:29:39.834065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-29T20:29:39.846364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-29T20:29:39.846725] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-29T20:29:39.847566] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-29T20:29:39.847645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:39.847680] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:39.847709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:39.847769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:39.904490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:39.905315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:39.905395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:39.905427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:40.014195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:40.014347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:40.014385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:40.014413] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:40.017882] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=82.95%)
[2025-12-29T20:29:40.018168] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-29T20:29:40.018301] [INFO ] [sig       ] PLBC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:40.158931] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PLBC.txt
[2025-12-29T20:29:40.159074] [INFO ] [sig       ] [2522/3546] Completed PLBC in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:40.159116] [INFO ] [sig       ] [2523/3546] Forecasting PLBY...
[2025-12-29T20:29:40.159146] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-29T20:29:40.159178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-29T20:29:40.268991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-29T20:29:40.269366] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-29T20:29:40.270227] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-29T20:29:40.270295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:40.270329] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:40.270357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:40.270417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:40.329069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:40.329868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:40.329953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:40.329987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:40.457966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:40.458125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:40.458166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:40.458196] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:40.461708] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-29T20:29:40.462016] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-29T20:29:40.462151] [INFO ] [sig       ] PLBY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:40.604910] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PLBY.txt
[2025-12-29T20:29:40.605065] [INFO ] [sig       ] [2523/3546] Completed PLBY in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:40.605106] [INFO ] [sig       ] [2524/3546] Forecasting PLCE...
[2025-12-29T20:29:40.605136] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-29T20:29:40.605165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-29T20:29:40.617222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-29T20:29:40.617592] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-29T20:29:40.618406] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-29T20:29:40.618460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:40.618493] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:40.618521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:40.618598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:40.677292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:40.678371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:40.678458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:40.678493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:40.805965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:40.806164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:40.806206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:40.806234] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:40.809907] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-29T20:29:40.810248] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-29T20:29:40.810386] [INFO ] [sig       ] PLCE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:40.962902] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PLCE.txt
[2025-12-29T20:29:40.963068] [INFO ] [sig       ] [2524/3546] Completed PLCE in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:40.963110] [INFO ] [sig       ] [2525/3546] Forecasting PLD...
[2025-12-29T20:29:40.963138] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-29T20:29:40.963169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-29T20:29:40.975395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-29T20:29:40.975783] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-29T20:29:40.976606] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-29T20:29:40.976660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:40.976692] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:40.976719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:40.976777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:41.033911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:41.034837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:41.034952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:41.034987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:41.159928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:41.160093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:41.160140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:41.160178] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:41.163797] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=56.13%)
[2025-12-29T20:29:41.164082] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-29T20:29:41.164214] [INFO ] [sig       ] PLD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:41.307956] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PLD.txt
[2025-12-29T20:29:41.308122] [INFO ] [sig       ] [2525/3546] Completed PLD in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:41.308162] [INFO ] [sig       ] [2526/3546] Forecasting PLPC...
[2025-12-29T20:29:41.308193] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-29T20:29:41.308225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-29T20:29:41.320306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-29T20:29:41.320682] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-29T20:29:41.321602] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-29T20:29:41.321654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:41.321696] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:41.321722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:41.321781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:41.379245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:41.380109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:41.380195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:41.380226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:41.493749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:41.493905] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:29:41.493942] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:41.493970] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:41.497350] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-12-29T20:29:41.497645] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-29T20:29:41.497770] [INFO ] [sig       ] PLPC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:41.636083] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PLPC.txt
[2025-12-29T20:29:41.636245] [INFO ] [sig       ] [2526/3546] Completed PLPC in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:41.636302] [INFO ] [sig       ] [2527/3546] Forecasting PLRX...
[2025-12-29T20:29:41.636336] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-29T20:29:41.636365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-29T20:29:41.648149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-29T20:29:41.648505] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-29T20:29:41.649388] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-29T20:29:41.649443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:41.649476] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:41.649504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:41.649564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:41.707774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:41.708660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:41.708746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:41.708807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:41.826871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:41.827040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:41.827080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:41.827108] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:41.830496] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2025-12-29T20:29:41.830806] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-29T20:29:41.830937] [INFO ] [sig       ] PLRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:41.971605] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PLRX.txt
[2025-12-29T20:29:41.971764] [INFO ] [sig       ] [2527/3546] Completed PLRX in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:41.971806] [INFO ] [sig       ] [2528/3546] Forecasting PLSE...
[2025-12-29T20:29:41.971834] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-29T20:29:41.971863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-29T20:29:41.983095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-29T20:29:41.983449] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-29T20:29:41.984267] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-29T20:29:41.984319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:41.984352] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:41.984378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:41.984436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:42.043154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:42.044004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:42.044090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:42.044124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:42.160600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:42.160708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:42.160745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:42.160774] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:42.163927] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=32.28%)
[2025-12-29T20:29:42.164194] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-29T20:29:42.164335] [INFO ] [sig       ] PLSE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:42.305700] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PLSE.txt
[2025-12-29T20:29:42.305836] [INFO ] [sig       ] [2528/3546] Completed PLSE in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:42.305876] [INFO ] [sig       ] [2529/3546] Forecasting PLTK...
[2025-12-29T20:29:42.305904] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-29T20:29:42.305934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-29T20:29:42.316686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-29T20:29:42.316957] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-29T20:29:42.317779] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-29T20:29:42.317834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:42.317868] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:42.317896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:42.317966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:42.376426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:42.377310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:42.377392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:42.377427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:42.496626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:42.496735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:42.496773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:42.496803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:42.500139] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-12-29T20:29:42.500412] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-29T20:29:42.500541] [INFO ] [sig       ] PLTK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:42.643194] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PLTK.txt
[2025-12-29T20:29:42.643305] [INFO ] [sig       ] [2529/3546] Completed PLTK in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:42.643342] [INFO ] [sig       ] [2530/3546] Forecasting PLUG...
[2025-12-29T20:29:42.643370] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-29T20:29:42.643399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-29T20:29:42.655596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-29T20:29:42.655871] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-29T20:29:42.656729] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-29T20:29:42.656783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:42.656816] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:42.656844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:42.656905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:42.715727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:42.716341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:42.716419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:42.716452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:42.839566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:42.839728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:42.839783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:42.839812] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:42.843125] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=74.69%)
[2025-12-29T20:29:42.843392] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-29T20:29:42.843515] [INFO ] [sig       ] PLUG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:42.990493] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PLUG.txt
[2025-12-29T20:29:42.990657] [INFO ] [sig       ] [2530/3546] Completed PLUG in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-29T20:29:42.990700] [INFO ] [sig       ] [2531/3546] Forecasting PLUS...
[2025-12-29T20:29:42.990731] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-29T20:29:42.990764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-29T20:29:43.002196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-29T20:29:43.002518] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-29T20:29:43.003444] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-29T20:29:43.003499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:43.003531] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:43.003559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:43.003639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:43.064761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:43.065413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:43.065493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:43.065526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:43.198524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:43.198695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:43.198736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:43.198783] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:43.202371] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-12-29T20:29:43.202673] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-29T20:29:43.202804] [INFO ] [sig       ] PLUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:43.351188] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PLUS.txt
[2025-12-29T20:29:43.351328] [INFO ] [sig       ] [2531/3546] Completed PLUS in 0.4s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-29T20:29:43.351368] [INFO ] [sig       ] [2532/3546] Forecasting PLXS...
[2025-12-29T20:29:43.351397] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-29T20:29:43.351432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-29T20:29:43.363922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-29T20:29:43.364282] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-29T20:29:43.365150] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-29T20:29:43.365206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:43.365270] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:43.365301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:43.365361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:43.428725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:43.429531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:43.429633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:43.429669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:43.561152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:43.561307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:43.561350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:43.561394] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:43.565029] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-29T20:29:43.565312] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-29T20:29:43.565442] [INFO ] [sig       ] PLXS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:43.719215] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PLXS.txt
[2025-12-29T20:29:43.719394] [INFO ] [sig       ] [2532/3546] Completed PLXS in 0.4s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-29T20:29:43.719455] [INFO ] [sig       ] [2533/3546] Forecasting PLYM...
[2025-12-29T20:29:43.719491] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-29T20:29:43.719522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-29T20:29:43.731296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-29T20:29:43.731679] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-29T20:29:43.732476] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-29T20:29:43.732528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:43.732559] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:43.732606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:43.732664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:43.793911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:43.794745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:43.794833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:43.794867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:43.929500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:43.929669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:43.929717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:43.929749] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:43.933387] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-29T20:29:43.933693] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-29T20:29:43.933826] [INFO ] [sig       ] PLYM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:44.094506] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PLYM.txt
[2025-12-29T20:29:44.094691] [INFO ] [sig       ] [2533/3546] Completed PLYM in 0.4s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-29T20:29:44.094746] [INFO ] [sig       ] [2534/3546] Forecasting PM...
[2025-12-29T20:29:44.094781] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-29T20:29:44.094811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-29T20:29:44.107489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-29T20:29:44.107854] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-29T20:29:44.108701] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-29T20:29:44.108755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:44.108823] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:44.108854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:44.108913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:44.171936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:44.172850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:44.172949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:44.172985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:44.308741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:44.308926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:44.308968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:44.308996] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:44.312323] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=62.83%)
[2025-12-29T20:29:44.312609] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-29T20:29:44.312734] [INFO ] [sig       ] PM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:44.456945] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PM.txt
[2025-12-29T20:29:44.457077] [INFO ] [sig       ] [2534/3546] Completed PM in 0.4s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-29T20:29:44.457116] [INFO ] [sig       ] [2535/3546] Forecasting PMAX...
[2025-12-29T20:29:44.457145] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-29T20:29:44.457175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-29T20:29:44.469488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-29T20:29:44.470052] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-29T20:29:44.470854] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-29T20:29:44.470906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:44.470937] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:44.470963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:44.471020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:44.528552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:44.529320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:44.529400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:44.529432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:44.651508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:44.651675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:44.651713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:44.651792] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:44.655131] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=79.14%)
[2025-12-29T20:29:44.655414] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-29T20:29:44.655543] [INFO ] [sig       ] PMAX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:44.799438] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PMAX.txt
[2025-12-29T20:29:44.799612] [INFO ] [sig       ] [2535/3546] Completed PMAX in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-29T20:29:44.799654] [INFO ] [sig       ] [2536/3546] Forecasting PML...
[2025-12-29T20:29:44.799684] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-29T20:29:44.799714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-29T20:29:44.811981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-29T20:29:44.812298] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-29T20:29:44.813097] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-29T20:29:44.813149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:44.813181] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:44.813207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:44.813272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:44.869611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:44.870236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:44.870314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:44.870346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:44.988975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:44.989118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:44.989155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:44.989183] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:44.992482] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-29T20:29:44.992767] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-29T20:29:44.992891] [INFO ] [sig       ] PML: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:45.131588] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PML.txt
[2025-12-29T20:29:45.131718] [INFO ] [sig       ] [2536/3546] Completed PML in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:45.131755] [INFO ] [sig       ] [2537/3546] Forecasting PMM...
[2025-12-29T20:29:45.131784] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-29T20:29:45.131814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-29T20:29:45.142935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-29T20:29:45.143261] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-29T20:29:45.144048] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-29T20:29:45.144100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:45.144131] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:45.144158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:45.144216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:45.200480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:45.201115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:45.201192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:45.201223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:45.321554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:45.321713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:45.321750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:45.321779] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:45.325266] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-29T20:29:45.325533] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-29T20:29:45.325675] [INFO ] [sig       ] PMM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:45.465148] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PMM.txt
[2025-12-29T20:29:45.465276] [INFO ] [sig       ] [2537/3546] Completed PMM in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:45.465314] [INFO ] [sig       ] [2538/3546] Forecasting PMO...
[2025-12-29T20:29:45.465351] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-29T20:29:45.465382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-29T20:29:45.477833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-29T20:29:45.478117] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-29T20:29:45.478932] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-29T20:29:45.478984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:45.479014] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:45.479040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:45.479098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:45.535784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:45.536457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:45.536537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:45.536569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:45.653409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:45.653557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:45.653612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:45.653641] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:45.656961] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-29T20:29:45.657226] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-29T20:29:45.657363] [INFO ] [sig       ] PMO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:45.798254] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PMO.txt
[2025-12-29T20:29:45.798415] [INFO ] [sig       ] [2538/3546] Completed PMO in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:45.798455] [INFO ] [sig       ] [2539/3546] Forecasting PMTS...
[2025-12-29T20:29:45.798486] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-29T20:29:45.798515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-29T20:29:45.809732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-29T20:29:45.810062] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-29T20:29:45.810899] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-29T20:29:45.810951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:45.810981] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:45.811009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:45.811066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:45.867471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:45.868317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:45.868400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:45.868431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:45.994128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:45.994275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:45.994314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:45.994341] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:45.997938] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=67.14%)
[2025-12-29T20:29:45.998209] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-29T20:29:45.998346] [INFO ] [sig       ] PMTS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:46.143887] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PMTS.txt
[2025-12-29T20:29:46.144061] [INFO ] [sig       ] [2539/3546] Completed PMTS in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:46.144102] [INFO ] [sig       ] [2540/3546] Forecasting PMVP...
[2025-12-29T20:29:46.144131] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-29T20:29:46.144160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-29T20:29:46.156552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-29T20:29:46.156857] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-29T20:29:46.157660] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-29T20:29:46.157713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:46.157744] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:46.157770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:46.157826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:46.213641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:46.214291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:46.214385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:46.214423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:46.338441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:46.338602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:46.338642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:46.338670] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:46.342036] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2025-12-29T20:29:46.342315] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-29T20:29:46.342460] [INFO ] [sig       ] PMVP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:46.482177] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PMVP.txt
[2025-12-29T20:29:46.482301] [INFO ] [sig       ] [2540/3546] Completed PMVP in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:46.482338] [INFO ] [sig       ] [2541/3546] Forecasting PNC...
[2025-12-29T20:29:46.482367] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-29T20:29:46.482399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-29T20:29:46.494075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-29T20:29:46.494355] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-29T20:29:46.495145] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-29T20:29:46.495197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:46.495229] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:46.495255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:46.495312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:46.551313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:46.551982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:46.552062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:46.552093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:46.675866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:46.676020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:46.676059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:46.676104] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:46.679436] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2025-12-29T20:29:46.679723] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-29T20:29:46.679848] [INFO ] [sig       ] PNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:46.817966] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PNC.txt
[2025-12-29T20:29:46.818124] [INFO ] [sig       ] [2541/3546] Completed PNC in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:46.818167] [INFO ] [sig       ] [2542/3546] Forecasting PNFP...
[2025-12-29T20:29:46.818196] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-29T20:29:46.818227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-29T20:29:46.829980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-29T20:29:46.830371] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-29T20:29:46.831202] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-29T20:29:46.831255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:46.831286] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:46.831313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:46.831371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:46.887648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:46.888526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:46.888659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:46.888692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:47.006048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:47.006198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:47.006236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:47.006265] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:47.009665] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-29T20:29:47.009931] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-29T20:29:47.010056] [INFO ] [sig       ] PNFP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:47.147889] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PNFP.txt
[2025-12-29T20:29:47.148032] [INFO ] [sig       ] [2542/3546] Completed PNFP in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:47.148093] [INFO ] [sig       ] [2543/3546] Forecasting PNI...
[2025-12-29T20:29:47.148125] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-29T20:29:47.148154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-29T20:29:47.159001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-29T20:29:47.159340] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-29T20:29:47.160166] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-29T20:29:47.160219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:47.160250] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:47.160276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:47.160338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:47.216182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:47.216829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:47.216908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:47.216953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:47.326143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:47.326302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:47.326341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:47.326370] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:47.329731] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-29T20:29:47.330005] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-29T20:29:47.330128] [INFO ] [sig       ] PNI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:47.468901] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PNI.txt
[2025-12-29T20:29:47.469035] [INFO ] [sig       ] [2543/3546] Completed PNI in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:47.469095] [INFO ] [sig       ] [2544/3546] Forecasting PNQI...
[2025-12-29T20:29:47.469124] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-29T20:29:47.469153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-29T20:29:47.480092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-29T20:29:47.480389] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-29T20:29:47.481182] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-29T20:29:47.481233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:47.481263] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:47.481288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:47.481344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:47.537555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:47.538275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:47.538359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:47.538393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:47.660867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:47.661027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:47.661066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:47.661094] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:47.664649] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=62.74%)
[2025-12-29T20:29:47.664917] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-29T20:29:47.665039] [INFO ] [sig       ] PNQI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:47.802210] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PNQI.txt
[2025-12-29T20:29:47.802348] [INFO ] [sig       ] [2544/3546] Completed PNQI in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:47.802386] [INFO ] [sig       ] [2545/3546] Forecasting PNRG...
[2025-12-29T20:29:47.802416] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-29T20:29:47.802444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-29T20:29:47.814150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-29T20:29:47.814490] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-29T20:29:47.815405] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-29T20:29:47.815457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:47.815488] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:47.815514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:47.815599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:47.871272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:47.872161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:47.872253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:47.872285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:47.986832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:47.986986] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:29:47.987024] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:47.987053] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:47.990423] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-12-29T20:29:47.990713] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-29T20:29:47.990837] [INFO ] [sig       ] PNRG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:48.128987] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PNRG.txt
[2025-12-29T20:29:48.129152] [INFO ] [sig       ] [2545/3546] Completed PNRG in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:48.129192] [INFO ] [sig       ] [2546/3546] Forecasting PNTG...
[2025-12-29T20:29:48.129222] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-29T20:29:48.129251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-29T20:29:48.140387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-29T20:29:48.140705] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-29T20:29:48.141483] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-29T20:29:48.141534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:48.141565] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:48.141614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:48.141672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:48.197342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:48.198049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:48.198127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:48.198159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:48.315741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:48.315890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:48.315928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:48.315956] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:48.319326] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-29T20:29:48.319618] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-29T20:29:48.319744] [INFO ] [sig       ] PNTG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:48.458137] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PNTG.txt
[2025-12-29T20:29:48.458267] [INFO ] [sig       ] [2546/3546] Completed PNTG in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:48.458307] [INFO ] [sig       ] [2547/3546] Forecasting PODD...
[2025-12-29T20:29:48.458336] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-29T20:29:48.458365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-29T20:29:48.469914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-29T20:29:48.470211] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-29T20:29:48.471029] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-29T20:29:48.471084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:48.471117] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:48.471145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:48.471215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:48.530363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:48.531133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:48.531216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:48.531251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:48.655205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:48.655365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:48.655405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:48.655434] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:48.659103] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=34.93%)
[2025-12-29T20:29:48.659391] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-29T20:29:48.659521] [INFO ] [sig       ] PODD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:48.798277] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PODD.txt
[2025-12-29T20:29:48.798412] [INFO ] [sig       ] [2547/3546] Completed PODD in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:48.798450] [INFO ] [sig       ] [2548/3546] Forecasting POOL...
[2025-12-29T20:29:48.798479] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-29T20:29:48.798508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-29T20:29:48.809831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-29T20:29:48.810139] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-29T20:29:48.810940] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-29T20:29:48.810992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:48.811024] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:48.811051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:48.811108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:48.867046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:48.867732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:48.867812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:48.867844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:48.988583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:48.988743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:48.988798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:48.988828] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:48.992168] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-29T20:29:48.992435] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-29T20:29:48.992560] [INFO ] [sig       ] POOL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:49.129642] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/POOL.txt
[2025-12-29T20:29:49.129780] [INFO ] [sig       ] [2548/3546] Completed POOL in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-29T20:29:49.129821] [INFO ] [sig       ] [2549/3546] Forecasting POWI...
[2025-12-29T20:29:49.129850] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-29T20:29:49.129886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-29T20:29:49.141866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-29T20:29:49.142177] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-29T20:29:49.142971] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-29T20:29:49.143024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:49.143079] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:49.143108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:49.143167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:49.198885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:49.199518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:49.199613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:49.199650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:49.316462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:49.316643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:49.316686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:49.316717] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:49.320232] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-29T20:29:49.320504] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-29T20:29:49.320647] [INFO ] [sig       ] POWI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:49.460233] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/POWI.txt
[2025-12-29T20:29:49.460370] [INFO ] [sig       ] [2549/3546] Completed POWI in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-29T20:29:49.460410] [INFO ] [sig       ] [2550/3546] Forecasting POWL...
[2025-12-29T20:29:49.460439] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-29T20:29:49.460468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-29T20:29:49.471813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-29T20:29:49.472107] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-29T20:29:49.472941] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-29T20:29:49.472993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:49.473024] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:49.473050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:49.473108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:49.529480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:49.530168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:49.530248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:49.530281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:49.652334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:49.652490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:49.652530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:49.652558] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:49.656292] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-12-29T20:29:49.656564] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-29T20:29:49.656708] [INFO ] [sig       ] POWL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:49.804865] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/POWL.txt
[2025-12-29T20:29:49.805228] [INFO ] [sig       ] [2550/3546] Completed POWL in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-29T20:29:49.805270] [INFO ] [sig       ] [2551/3546] Forecasting PPC...
[2025-12-29T20:29:49.805299] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-29T20:29:49.805331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-29T20:29:49.818179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-29T20:29:49.818541] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-29T20:29:49.819552] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-29T20:29:49.819624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:49.819659] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:49.819687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:49.819927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:49.886664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:49.887478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:49.887589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:49.887626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:50.027894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:50.028064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:50.028106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:50.028134] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:50.031866] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-29T20:29:50.032143] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-29T20:29:50.032273] [INFO ] [sig       ] PPC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:50.192185] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PPC.txt
[2025-12-29T20:29:50.192320] [INFO ] [sig       ] [2551/3546] Completed PPC in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-29T20:29:50.192361] [INFO ] [sig       ] [2552/3546] Forecasting PPG...
[2025-12-29T20:29:50.192390] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-29T20:29:50.192423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-29T20:29:50.204815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-29T20:29:50.205109] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-29T20:29:50.206013] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-29T20:29:50.206066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:50.206099] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:50.206127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:50.206187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:50.271253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:50.271970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:50.272059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:50.272092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:50.418725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:50.418901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:50.418942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:50.419011] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:50.423112] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=74.09%)
[2025-12-29T20:29:50.423400] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-29T20:29:50.423564] [INFO ] [sig       ] PPG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:50.580642] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PPG.txt
[2025-12-29T20:29:50.580811] [INFO ] [sig       ] [2552/3546] Completed PPG in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-29T20:29:50.580853] [INFO ] [sig       ] [2553/3546] Forecasting PPH...
[2025-12-29T20:29:50.580883] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-29T20:29:50.580914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-29T20:29:50.592890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-29T20:29:50.593185] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-29T20:29:50.594195] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-29T20:29:50.594250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:50.594282] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:50.594308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:50.594372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:50.660461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:50.661327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:50.661412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:50.661450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:50.791394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:50.791598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:50.791666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:50.791714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:50.796388] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=59.80%)
[2025-12-29T20:29:50.796742] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-29T20:29:50.796885] [INFO ] [sig       ] PPH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:50.958377] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PPH.txt
[2025-12-29T20:29:50.958540] [INFO ] [sig       ] [2553/3546] Completed PPH in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:50.958601] [INFO ] [sig       ] [2554/3546] Forecasting PPIH...
[2025-12-29T20:29:50.958636] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-29T20:29:50.958668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-29T20:29:50.971449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-29T20:29:50.971857] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-29T20:29:50.972698] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-29T20:29:50.972750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:50.972782] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:50.972808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:50.972866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:51.029818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:51.030700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:51.030785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:51.030819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:51.152419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:51.152614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:51.152656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:51.152686] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:51.156169] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-29T20:29:51.156452] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-29T20:29:51.156598] [INFO ] [sig       ] PPIH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:51.299431] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PPIH.txt
[2025-12-29T20:29:51.299627] [INFO ] [sig       ] [2554/3546] Completed PPIH in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:51.299670] [INFO ] [sig       ] [2555/3546] Forecasting PPL...
[2025-12-29T20:29:51.299700] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-29T20:29:51.299731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-29T20:29:51.311627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-29T20:29:51.311977] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-29T20:29:51.312898] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-29T20:29:51.312952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:51.312983] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:51.313010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:51.313068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:51.371190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:51.372077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:51.372161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:51.372195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:51.493944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:51.494099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:51.494139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:51.494167] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:51.497624] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2025-12-29T20:29:51.497946] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-29T20:29:51.498082] [INFO ] [sig       ] PPL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:51.643311] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PPL.txt
[2025-12-29T20:29:51.643482] [INFO ] [sig       ] [2555/3546] Completed PPL in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:51.643528] [INFO ] [sig       ] [2556/3546] Forecasting PPSI...
[2025-12-29T20:29:51.643564] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-29T20:29:51.643615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-29T20:29:51.655469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-29T20:29:51.655820] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-29T20:29:51.656663] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-29T20:29:51.656718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:51.656750] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:51.656780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:51.656841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:51.722334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:51.723464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:51.723591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:51.723807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:51.853508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:51.853708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:51.853754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:51.853783] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:51.857380] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-12-29T20:29:51.857700] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-29T20:29:51.857837] [INFO ] [sig       ] PPSI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:52.013738] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PPSI.txt
[2025-12-29T20:29:52.013888] [INFO ] [sig       ] [2556/3546] Completed PPSI in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:52.013929] [INFO ] [sig       ] [2557/3546] Forecasting PPTA...
[2025-12-29T20:29:52.013961] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-29T20:29:52.013995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-29T20:29:52.026233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-29T20:29:52.026668] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-29T20:29:52.027642] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-29T20:29:52.027712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:52.027759] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:52.027801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:52.027881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:52.113805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:52.114891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:52.114999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:52.115050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:52.236258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:52.236427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:52.236474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:52.236509] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:52.239946] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-12-29T20:29:52.240229] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-29T20:29:52.240356] [INFO ] [sig       ] PPTA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:52.383290] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PPTA.txt
[2025-12-29T20:29:52.383458] [INFO ] [sig       ] [2557/3546] Completed PPTA in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:52.383498] [INFO ] [sig       ] [2558/3546] Forecasting PRA...
[2025-12-29T20:29:52.383527] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-29T20:29:52.383556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-29T20:29:52.395121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-29T20:29:52.395416] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-29T20:29:52.396223] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-29T20:29:52.396286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:52.396318] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:52.396345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:52.396402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:52.453158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:52.453836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:52.453915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:52.453946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:52.576472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:52.576650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:52.576693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:52.576721] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:52.580259] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-29T20:29:52.580618] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-29T20:29:52.580801] [INFO ] [sig       ] PRA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:52.723911] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRA.txt
[2025-12-29T20:29:52.724112] [INFO ] [sig       ] [2558/3546] Completed PRA in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:52.724170] [INFO ] [sig       ] [2559/3546] Forecasting PRAA...
[2025-12-29T20:29:52.724213] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-29T20:29:52.724257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-29T20:29:52.739068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-29T20:29:52.739557] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-29T20:29:52.740634] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-29T20:29:52.740701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:52.740747] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:52.740787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:52.740865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:52.801166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:52.802095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:52.802214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:52.802248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:52.920451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:52.920638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:52.920680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:52.920710] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:52.924234] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-12-29T20:29:52.924599] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-29T20:29:52.924739] [INFO ] [sig       ] PRAA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:53.073714] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRAA.txt
[2025-12-29T20:29:53.073874] [INFO ] [sig       ] [2559/3546] Completed PRAA in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:53.073914] [INFO ] [sig       ] [2560/3546] Forecasting PRAX...
[2025-12-29T20:29:53.073944] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-29T20:29:53.073974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-29T20:29:53.085794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-29T20:29:53.086113] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-29T20:29:53.086925] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-29T20:29:53.086978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:53.087010] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:53.087037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:53.087096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:53.145260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:53.146112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:53.146196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:53.146229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:53.270860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:53.271013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:53.271055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:53.271084] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:53.274551] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-29T20:29:53.274846] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-29T20:29:53.274974] [INFO ] [sig       ] PRAX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:53.415754] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PRAX.txt
[2025-12-29T20:29:53.415894] [INFO ] [sig       ] [2560/3546] Completed PRAX in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:53.415934] [INFO ] [sig       ] [2561/3546] Forecasting PRCH...
[2025-12-29T20:29:53.415963] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-29T20:29:53.415995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-29T20:29:53.427927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-29T20:29:53.428217] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-29T20:29:53.429024] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-29T20:29:53.429077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:53.429108] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:53.429135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:53.429192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:53.486005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:53.486731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:53.486810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:53.486842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:53.608741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:53.608886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:53.608924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:53.608952] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:53.612240] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-29T20:29:53.612508] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-29T20:29:53.612651] [INFO ] [sig       ] PRCH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:53.754321] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PRCH.txt
[2025-12-29T20:29:53.754478] [INFO ] [sig       ] [2561/3546] Completed PRCH in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:53.754523] [INFO ] [sig       ] [2562/3546] Forecasting PRDO...
[2025-12-29T20:29:53.754553] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-29T20:29:53.754603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-29T20:29:53.768758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-29T20:29:53.769101] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-29T20:29:53.769920] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-29T20:29:53.769972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:53.770004] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:53.770030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:53.770089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:53.827695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:53.828393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:53.828473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:53.828505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:53.949021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:53.949158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:53.949200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:53.949229] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:53.952565] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-29T20:29:53.952849] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-29T20:29:53.952971] [INFO ] [sig       ] PRDO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:54.093760] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRDO.txt
[2025-12-29T20:29:54.093924] [INFO ] [sig       ] [2562/3546] Completed PRDO in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:54.093965] [INFO ] [sig       ] [2563/3546] Forecasting PRFZ...
[2025-12-29T20:29:54.093994] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-29T20:29:54.094024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-29T20:29:54.105218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-29T20:29:54.105533] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-29T20:29:54.106347] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-29T20:29:54.106398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:54.106430] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:54.106456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:54.106513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:54.164714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:54.165560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:54.165662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:54.165695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:54.294969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:54.295122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:54.295161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:54.295190] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:54.298511] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=13.68%)
[2025-12-29T20:29:54.298962] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-29T20:29:54.299126] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:54.445443] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PRFZ.txt
[2025-12-29T20:29:54.445613] [INFO ] [sig       ] [2563/3546] Completed PRFZ in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:54.445654] [INFO ] [sig       ] [2564/3546] Forecasting PRG...
[2025-12-29T20:29:54.445684] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-29T20:29:54.445715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-29T20:29:54.456964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-29T20:29:54.457309] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-29T20:29:54.458171] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-29T20:29:54.458225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:54.458257] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:54.458285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:54.458343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:54.520597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:54.521868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:54.521953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:54.521985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:54.643725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:54.643875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:54.643914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:54.643941] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:54.647298] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-29T20:29:54.647612] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-29T20:29:54.647956] [INFO ] [sig       ] PRG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:54.801799] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRG.txt
[2025-12-29T20:29:54.801951] [INFO ] [sig       ] [2564/3546] Completed PRG in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:54.801990] [INFO ] [sig       ] [2565/3546] Forecasting PRGO...
[2025-12-29T20:29:54.802020] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-29T20:29:54.802049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-29T20:29:54.814617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-29T20:29:54.814954] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-29T20:29:54.815818] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-29T20:29:54.815871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:54.815903] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:54.815930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:54.815988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:54.879498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:54.880353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:54.880437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:54.880476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:55.004948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:55.005105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:55.005161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:55.005191] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:55.009098] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-29T20:29:55.009384] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-29T20:29:55.009517] [INFO ] [sig       ] PRGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:55.193232] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PRGO.txt
[2025-12-29T20:29:55.193388] [INFO ] [sig       ] [2565/3546] Completed PRGO in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-29T20:29:55.193429] [INFO ] [sig       ] [2566/3546] Forecasting PRH...
[2025-12-29T20:29:55.193459] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-29T20:29:55.193492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-29T20:29:55.205144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-29T20:29:55.205500] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-29T20:29:55.206335] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-29T20:29:55.206387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:55.206444] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:55.206474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:55.206533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:55.264103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:55.264918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:55.265001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:55.265035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:55.387906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:55.388073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:55.388114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:55.388142] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:55.391839] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-29T20:29:55.392231] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-29T20:29:55.392383] [INFO ] [sig       ] PRH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:55.544926] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PRH.txt
[2025-12-29T20:29:55.545087] [INFO ] [sig       ] [2566/3546] Completed PRH in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-29T20:29:55.545125] [INFO ] [sig       ] [2567/3546] Forecasting PRI...
[2025-12-29T20:29:55.545157] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-29T20:29:55.545186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-29T20:29:55.556812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-29T20:29:55.557082] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-29T20:29:55.557899] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-29T20:29:55.557950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:55.557981] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:55.558007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:55.558065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:55.615208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:55.615828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:55.615915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:55.615948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:55.735830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:55.735961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:55.736001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:55.736028] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:55.739614] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-29T20:29:55.740087] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-29T20:29:55.740212] [INFO ] [sig       ] PRI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:55.882696] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRI.txt
[2025-12-29T20:29:55.882821] [INFO ] [sig       ] [2567/3546] Completed PRI in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-29T20:29:55.882860] [INFO ] [sig       ] [2568/3546] Forecasting PRIM...
[2025-12-29T20:29:55.882889] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-29T20:29:55.882918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-29T20:29:55.894019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-29T20:29:55.894317] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-29T20:29:55.895207] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-29T20:29:55.895261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:55.895293] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:55.895321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:55.895378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:55.954160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:55.954809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:55.954887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:55.954919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:56.076223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:56.076354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:56.076392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:56.076419] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:56.079779] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-12-29T20:29:56.080051] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-29T20:29:56.080178] [INFO ] [sig       ] PRIM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:56.221394] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRIM.txt
[2025-12-29T20:29:56.221520] [INFO ] [sig       ] [2568/3546] Completed PRIM in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-29T20:29:56.221560] [INFO ] [sig       ] [2569/3546] Forecasting PRLB...
[2025-12-29T20:29:56.221608] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-29T20:29:56.221638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-29T20:29:56.232484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-29T20:29:56.232798] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-29T20:29:56.233565] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-29T20:29:56.233634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:56.233687] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:56.233715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:56.233773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:56.291201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:56.291839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:56.291917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:56.291950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:56.412822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:56.412966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:56.413004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:56.413063] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:56.416673] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-12-29T20:29:56.417118] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-29T20:29:56.417248] [INFO ] [sig       ] PRLB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:56.561999] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PRLB.txt
[2025-12-29T20:29:56.562123] [INFO ] [sig       ] [2569/3546] Completed PRLB in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-29T20:29:56.562161] [INFO ] [sig       ] [2570/3546] Forecasting PRM...
[2025-12-29T20:29:56.562190] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-29T20:29:56.562219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-29T20:29:56.573888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-29T20:29:56.574177] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-29T20:29:56.574999] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-29T20:29:56.575052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:56.575084] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:56.575111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:56.575169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:56.633700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:56.634304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:56.634380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:56.634411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:56.753000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:56.753123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:56.753161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:56.753190] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:56.756704] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=50.20%)
[2025-12-29T20:29:56.756975] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-29T20:29:56.757103] [INFO ] [sig       ] PRM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:56.903437] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRM.txt
[2025-12-29T20:29:56.903560] [INFO ] [sig       ] [2570/3546] Completed PRM in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:56.903617] [INFO ] [sig       ] [2571/3546] Forecasting PRME...
[2025-12-29T20:29:56.903647] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-29T20:29:56.903676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-29T20:29:56.914944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-29T20:29:56.915215] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-29T20:29:56.916010] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-29T20:29:56.916061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:56.916092] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:56.916118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:56.916176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:56.974713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:56.975320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:56.975398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:56.975429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:57.094019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:57.094137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:57.094174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:57.094202] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:57.097321] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=63.81%)
[2025-12-29T20:29:57.097607] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-29T20:29:57.097729] [INFO ] [sig       ] PRME: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:57.239995] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRME.txt
[2025-12-29T20:29:57.240106] [INFO ] [sig       ] [2571/3546] Completed PRME in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:57.240143] [INFO ] [sig       ] [2572/3546] Forecasting PRN...
[2025-12-29T20:29:57.240172] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-29T20:29:57.240201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-29T20:29:57.251421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-29T20:29:57.251708] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-29T20:29:57.252473] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-29T20:29:57.252524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:57.252555] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:57.252599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:57.252664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:57.309542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:57.310202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:57.310284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:57.310317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:57.424001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:57.424157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:57.424198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:57.424228] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:57.427654] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-29T20:29:57.427946] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-29T20:29:57.428078] [INFO ] [sig       ] PRN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:57.567886] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PRN.txt
[2025-12-29T20:29:57.568052] [INFO ] [sig       ] [2572/3546] Completed PRN in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:57.568103] [INFO ] [sig       ] [2573/3546] Forecasting PROF...
[2025-12-29T20:29:57.568150] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-29T20:29:57.568181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-29T20:29:57.580476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-29T20:29:57.580883] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-29T20:29:57.581701] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-29T20:29:57.581753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:57.581783] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:57.581809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:57.581867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:57.639129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:57.640056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:57.640145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:57.640177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:57.792810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:57.792997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:57.793043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:57.793076] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:57.797435] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=34.39%)
[2025-12-29T20:29:57.797858] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-29T20:29:57.798027] [INFO ] [sig       ] PROF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:57.976720] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PROF.txt
[2025-12-29T20:29:57.976933] [INFO ] [sig       ] [2573/3546] Completed PROF in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:57.976980] [INFO ] [sig       ] [2574/3546] Forecasting PROK...
[2025-12-29T20:29:57.977015] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-29T20:29:57.977049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-29T20:29:57.993694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-29T20:29:57.994226] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-29T20:29:57.995475] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-29T20:29:57.995558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:57.995636] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:57.995679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:57.995768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:58.087771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:58.089050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:58.089172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:58.089224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:58.234990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:58.235181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:58.235243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:58.235290] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:58.240668] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-29T20:29:58.241181] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-29T20:29:58.241391] [INFO ] [sig       ] PROK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:58.455458] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PROK.txt
[2025-12-29T20:29:58.455644] [INFO ] [sig       ] [2574/3546] Completed PROK in 0.5s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:58.455686] [INFO ] [sig       ] [2575/3546] Forecasting PRTA...
[2025-12-29T20:29:58.455717] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-29T20:29:58.455745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-29T20:29:58.467687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-29T20:29:58.468037] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-29T20:29:58.468914] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-29T20:29:58.468969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:58.469002] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:58.469029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:58.469089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:58.528161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:58.529224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:58.529313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:58.529346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:58.653966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:58.654155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:58.654213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:58.654258] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:58.659421] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-12-29T20:29:58.659876] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-29T20:29:58.660068] [INFO ] [sig       ] PRTA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:58.847496] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRTA.txt
[2025-12-29T20:29:58.847687] [INFO ] [sig       ] [2575/3546] Completed PRTA in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:58.847734] [INFO ] [sig       ] [2576/3546] Forecasting PRTH...
[2025-12-29T20:29:58.847766] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-29T20:29:58.847797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-29T20:29:58.860044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-29T20:29:58.860478] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-29T20:29:58.861364] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-29T20:29:58.861419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:58.861453] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:58.861480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:58.861539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:58.921868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:58.922802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:58.922922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:58.922956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:59.045202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:59.045360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:59.045399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:59.045445] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:59.048896] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-12-29T20:29:59.049181] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-29T20:29:59.049310] [INFO ] [sig       ] PRTH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:29:59.193106] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PRTH.txt
[2025-12-29T20:29:59.193249] [INFO ] [sig       ] [2576/3546] Completed PRTH in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:59.193289] [INFO ] [sig       ] [2577/3546] Forecasting PRVA...
[2025-12-29T20:29:59.193319] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-29T20:29:59.193348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-29T20:29:59.204974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-29T20:29:59.205307] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-29T20:29:59.206114] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-29T20:29:59.206168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:59.206199] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:59.206224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:59.206281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:59.268404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:59.269314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:59.269399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:59.269432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:59.395375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:59.395530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:59.395587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:59.395620] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:59.399152] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-29T20:29:59.399443] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-29T20:29:59.399600] [INFO ] [sig       ] PRVA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:59.540189] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PRVA.txt
[2025-12-29T20:29:59.540328] [INFO ] [sig       ] [2577/3546] Completed PRVA in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:59.540368] [INFO ] [sig       ] [2578/3546] Forecasting PSC...
[2025-12-29T20:29:59.540397] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-29T20:29:59.540426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-29T20:29:59.551545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-29T20:29:59.551871] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-29T20:29:59.552719] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-29T20:29:59.552772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:59.552993] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:59.553019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:59.553077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:59.612104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:59.613001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:59.613081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:59.613129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:29:59.732641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:29:59.732798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:29:59.732839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:29:59.732866] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:29:59.736308] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-29T20:29:59.736603] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-29T20:29:59.736735] [INFO ] [sig       ] PSC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:29:59.877016] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSC.txt
[2025-12-29T20:29:59.877186] [INFO ] [sig       ] [2578/3546] Completed PSC in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:29:59.877227] [INFO ] [sig       ] [2579/3546] Forecasting PSCE...
[2025-12-29T20:29:59.877256] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-29T20:29:59.877286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-29T20:29:59.889462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-29T20:29:59.889850] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-29T20:29:59.890683] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-29T20:29:59.890746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:29:59.890783] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:29:59.890810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:29:59.890866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:29:59.948163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:29:59.948913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:29:59.948995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:29:59.949027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:00.055610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:00.055787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:00.055827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:00.055864] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:00.059217] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=43.99%)
[2025-12-29T20:30:00.059501] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-29T20:30:00.059650] [INFO ] [sig       ] PSCE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:00.203977] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSCE.txt
[2025-12-29T20:30:00.204140] [INFO ] [sig       ] [2579/3546] Completed PSCE in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:30:00.204179] [INFO ] [sig       ] [2580/3546] Forecasting PSCH...
[2025-12-29T20:30:00.204209] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-29T20:30:00.204238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-29T20:30:00.217539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-29T20:30:00.218193] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-29T20:30:00.219301] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-29T20:30:00.219365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:00.219402] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:00.219453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:00.219531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:00.282925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:00.283865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:00.283953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:00.283986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:00.398535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:00.398727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:00.398800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:00.398831] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:00.402473] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=41.59%)
[2025-12-29T20:30:00.402801] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-29T20:30:00.402933] [INFO ] [sig       ] PSCH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:00.554436] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSCH.txt
[2025-12-29T20:30:00.554633] [INFO ] [sig       ] [2580/3546] Completed PSCH in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:30:00.554679] [INFO ] [sig       ] [2581/3546] Forecasting PSEC...
[2025-12-29T20:30:00.554708] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-29T20:30:00.554929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-29T20:30:00.567295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-29T20:30:00.567696] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-29T20:30:00.568490] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-29T20:30:00.568543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:00.568605] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:00.568641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:00.568699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:00.627394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:00.628281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:00.628364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:00.628399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:00.753995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:00.754155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:00.754194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:00.754222] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:00.757622] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-12-29T20:30:00.757961] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-29T20:30:00.758094] [INFO ] [sig       ] PSEC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:00.905748] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PSEC.txt
[2025-12-29T20:30:00.905906] [INFO ] [sig       ] [2581/3546] Completed PSEC in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-29T20:30:00.905947] [INFO ] [sig       ] [2582/3546] Forecasting PSF...
[2025-12-29T20:30:00.905976] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-29T20:30:00.906006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-29T20:30:00.917507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-29T20:30:00.917902] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-29T20:30:00.918744] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-29T20:30:00.918820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:00.918854] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:00.918883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:00.918942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:00.980861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:00.981766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:00.981862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:00.981900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:01.102166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:01.102320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:01.102360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:01.102389] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:01.105781] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-29T20:30:01.106066] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-29T20:30:01.106198] [INFO ] [sig       ] PSF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:01.293894] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PSF.txt
[2025-12-29T20:30:01.294058] [INFO ] [sig       ] [2582/3546] Completed PSF in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-29T20:30:01.294101] [INFO ] [sig       ] [2583/3546] Forecasting PSFE...
[2025-12-29T20:30:01.294130] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-29T20:30:01.294159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-29T20:30:01.306433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-29T20:30:01.306868] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-29T20:30:01.307744] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-29T20:30:01.307799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:01.307858] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:01.307886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:01.307945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:01.374593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:01.375483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:01.375603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:01.375641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:01.501057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:01.501231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:01.501272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:01.501301] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:01.505089] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-29T20:30:01.505498] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-29T20:30:01.505673] [INFO ] [sig       ] PSFE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:01.655115] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PSFE.txt
[2025-12-29T20:30:01.655280] [INFO ] [sig       ] [2583/3546] Completed PSFE in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-29T20:30:01.655322] [INFO ] [sig       ] [2584/3546] Forecasting PSHG...
[2025-12-29T20:30:01.655351] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-29T20:30:01.655403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-29T20:30:01.667313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-29T20:30:01.667690] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-29T20:30:01.668569] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-29T20:30:01.668663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:01.668698] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:01.668725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:01.668817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:01.727935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:01.728982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:01.729076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:01.729121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:01.855155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:01.855292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:01.855334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:01.855365] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:01.859178] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-29T20:30:01.859504] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-29T20:30:01.859732] [INFO ] [sig       ] PSHG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:02.045131] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PSHG.txt
[2025-12-29T20:30:02.045302] [INFO ] [sig       ] [2584/3546] Completed PSHG in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-29T20:30:02.045345] [INFO ] [sig       ] [2585/3546] Forecasting PSN...
[2025-12-29T20:30:02.045375] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-29T20:30:02.045405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-29T20:30:02.065536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-29T20:30:02.065944] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-29T20:30:02.066905] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-29T20:30:02.066963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:02.066996] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:02.067023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:02.067082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:02.130070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:02.131014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:02.131107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:02.131140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:02.259810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:02.260154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:02.260195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:02.260222] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:02.263923] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-12-29T20:30:02.264247] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-29T20:30:02.264394] [INFO ] [sig       ] PSN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:02.416604] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PSN.txt
[2025-12-29T20:30:02.416784] [INFO ] [sig       ] [2585/3546] Completed PSN in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-29T20:30:02.416825] [INFO ] [sig       ] [2586/3546] Forecasting PSNL...
[2025-12-29T20:30:02.416855] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-29T20:30:02.417081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-29T20:30:02.429987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-29T20:30:02.430379] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-29T20:30:02.431292] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-29T20:30:02.431351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:02.431384] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:02.431412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:02.431472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:02.496855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:02.497727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:02.497815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:02.497848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:02.624878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:02.625032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:02.625072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:02.625134] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:02.628522] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-29T20:30:02.629034] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-29T20:30:02.629168] [INFO ] [sig       ] PSNL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:02.774681] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSNL.txt
[2025-12-29T20:30:02.774842] [INFO ] [sig       ] [2586/3546] Completed PSNL in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-29T20:30:02.774882] [INFO ] [sig       ] [2587/3546] Forecasting PSO...
[2025-12-29T20:30:02.774912] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-29T20:30:02.774943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-29T20:30:02.786277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-29T20:30:02.786651] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-29T20:30:02.787457] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-29T20:30:02.787511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:02.787543] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:02.787570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:02.787650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:02.845329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:02.846177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:02.846263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:02.846296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:02.968303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:02.968482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:02.968520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:02.968548] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:02.972010] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-29T20:30:02.972326] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-29T20:30:02.972467] [INFO ] [sig       ] PSO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:03.113754] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSO.txt
[2025-12-29T20:30:03.113885] [INFO ] [sig       ] [2587/3546] Completed PSO in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-29T20:30:03.113923] [INFO ] [sig       ] [2588/3546] Forecasting PSQH...
[2025-12-29T20:30:03.113952] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-29T20:30:03.113982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-29T20:30:03.190060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-29T20:30:03.190347] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-29T20:30:03.191138] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-29T20:30:03.191190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:03.191221] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:03.191248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:03.191312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:03.248002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:03.248897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:03.248984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:03.249016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:03.368304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:03.368461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:03.368499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:03.368528] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:03.371939] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=45.88%)
[2025-12-29T20:30:03.372207] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-29T20:30:03.372331] [INFO ] [sig       ] PSQH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:03.512401] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSQH.txt
[2025-12-29T20:30:03.512557] [INFO ] [sig       ] [2588/3546] Completed PSQH in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:03.512620] [INFO ] [sig       ] [2589/3546] Forecasting PSTG...
[2025-12-29T20:30:03.512650] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-29T20:30:03.512681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-29T20:30:03.523974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-29T20:30:03.524335] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-29T20:30:03.525136] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-29T20:30:03.525188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:03.525219] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:03.525246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:03.525304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:03.581455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:03.582322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:03.582405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:03.582437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:03.707897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:03.708063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:03.708102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:03.708130] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:03.711529] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-29T20:30:03.711836] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-29T20:30:03.711967] [INFO ] [sig       ] PSTG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:03.848882] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSTG.txt
[2025-12-29T20:30:03.849008] [INFO ] [sig       ] [2589/3546] Completed PSTG in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:03.849046] [INFO ] [sig       ] [2590/3546] Forecasting PSTL...
[2025-12-29T20:30:03.849076] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-29T20:30:03.849104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-29T20:30:03.859901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-29T20:30:03.860195] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-29T20:30:03.860995] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-29T20:30:03.861047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:03.861079] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:03.861105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:03.861163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:03.917333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:03.918743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:03.918877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:03.918910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:04.036832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:04.036997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:04.037036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:04.037064] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:04.040557] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-29T20:30:04.040892] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-29T20:30:04.041025] [INFO ] [sig       ] PSTL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:04.183084] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSTL.txt
[2025-12-29T20:30:04.183233] [INFO ] [sig       ] [2590/3546] Completed PSTL in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:04.183274] [INFO ] [sig       ] [2591/3546] Forecasting PSX...
[2025-12-29T20:30:04.183303] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-29T20:30:04.183332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-29T20:30:04.194762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-29T20:30:04.195069] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-29T20:30:04.195861] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-29T20:30:04.195913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:04.195945] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:04.195971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:04.196029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:04.254281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:04.255205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:04.255294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:04.255329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:04.382609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:04.382777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:04.382824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:04.382883] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:04.386247] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=15.63%)
[2025-12-29T20:30:04.386522] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-29T20:30:04.386667] [INFO ] [sig       ] PSX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:04.549340] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PSX.txt
[2025-12-29T20:30:04.549550] [INFO ] [sig       ] [2591/3546] Completed PSX in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:04.549625] [INFO ] [sig       ] [2592/3546] Forecasting PTA...
[2025-12-29T20:30:04.549667] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-29T20:30:04.549707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-29T20:30:04.567859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-29T20:30:04.568327] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-29T20:30:04.569436] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-29T20:30:04.569504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:04.569546] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:04.569605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:04.569693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:04.638510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:04.639464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:04.639562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:04.639618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:04.763626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:04.763790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:04.763830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:04.763860] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:04.767424] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-29T20:30:04.767781] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-29T20:30:04.767923] [INFO ] [sig       ] PTA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:04.910097] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PTA.txt
[2025-12-29T20:30:04.910224] [INFO ] [sig       ] [2592/3546] Completed PTA in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:04.910264] [INFO ] [sig       ] [2593/3546] Forecasting PTC...
[2025-12-29T20:30:04.910294] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-29T20:30:04.910323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-29T20:30:04.923013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-29T20:30:04.923272] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-29T20:30:04.924057] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-29T20:30:04.924143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:04.924177] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:04.924205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:04.924263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:04.980700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:04.981423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:04.981533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:04.981566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:05.105101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:05.105253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:05.105292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:05.105321] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:05.108658] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2025-12-29T20:30:05.108953] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-29T20:30:05.109080] [INFO ] [sig       ] PTC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:05.249804] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PTC.txt
[2025-12-29T20:30:05.249941] [INFO ] [sig       ] [2593/3546] Completed PTC in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:05.249979] [INFO ] [sig       ] [2594/3546] Forecasting PTEN...
[2025-12-29T20:30:05.250009] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-29T20:30:05.250038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-29T20:30:05.261365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-29T20:30:05.261648] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-29T20:30:05.262418] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-29T20:30:05.262471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:05.262503] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:05.262529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:05.262607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:05.319333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:05.319990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:05.320069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:05.320100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:05.434809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:05.434948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:05.434985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:05.435013] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:05.438359] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-29T20:30:05.438652] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-29T20:30:05.438813] [INFO ] [sig       ] PTEN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:05.579196] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PTEN.txt
[2025-12-29T20:30:05.579319] [INFO ] [sig       ] [2594/3546] Completed PTEN in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:05.579359] [INFO ] [sig       ] [2595/3546] Forecasting PTF...
[2025-12-29T20:30:05.579388] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-29T20:30:05.579417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-29T20:30:05.590498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-29T20:30:05.590788] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-29T20:30:05.591557] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-29T20:30:05.591627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:05.591659] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:05.591686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:05.591744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:05.648938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:05.649564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:05.649664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:05.649696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:05.769461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:05.769601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:05.769639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:05.769667] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:05.772875] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-29T20:30:05.773139] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-29T20:30:05.773260] [INFO ] [sig       ] PTF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:05.912040] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PTF.txt
[2025-12-29T20:30:05.912156] [INFO ] [sig       ] [2595/3546] Completed PTF in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:05.912194] [INFO ] [sig       ] [2596/3546] Forecasting PTGX...
[2025-12-29T20:30:05.912222] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-29T20:30:05.912252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-29T20:30:05.923935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-29T20:30:05.924214] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-29T20:30:05.925009] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-29T20:30:05.925061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:05.925092] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:05.925119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:05.925177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:05.981955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:05.982696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:05.982781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:05.982813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:06.100212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:06.100360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:06.100399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:06.100428] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:06.103748] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-12-29T20:30:06.104021] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-29T20:30:06.104143] [INFO ] [sig       ] PTGX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:06.243841] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PTGX.txt
[2025-12-29T20:30:06.244000] [INFO ] [sig       ] [2596/3546] Completed PTGX in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:06.244046] [INFO ] [sig       ] [2597/3546] Forecasting PTH...
[2025-12-29T20:30:06.244077] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-29T20:30:06.244106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-29T20:30:06.254782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-29T20:30:06.255090] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-29T20:30:06.256040] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-29T20:30:06.256092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:06.256124] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:06.256151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:06.256209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:06.312684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:06.313415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:06.313496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:06.313528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:06.418087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:06.418222] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:30:06.418260] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:06.418288] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:06.421608] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-12-29T20:30:06.421880] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-29T20:30:06.422004] [INFO ] [sig       ] PTH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:06.562213] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PTH.txt
[2025-12-29T20:30:06.562356] [INFO ] [sig       ] [2597/3546] Completed PTH in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:06.562394] [INFO ] [sig       ] [2598/3546] Forecasting PTIX...
[2025-12-29T20:30:06.562422] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-29T20:30:06.562453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-29T20:30:06.573352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-29T20:30:06.573652] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-29T20:30:06.574426] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-29T20:30:06.574478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:06.574509] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:06.574536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:06.574615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:06.631409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:06.632207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:06.632296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:06.632327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:06.756854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:06.757007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:06.757047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:06.757075] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:06.760551] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-12-29T20:30:06.760867] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-29T20:30:06.761017] [INFO ] [sig       ] PTIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:06.903807] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PTIX.txt
[2025-12-29T20:30:06.903969] [INFO ] [sig       ] [2598/3546] Completed PTIX in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:06.904008] [INFO ] [sig       ] [2599/3546] Forecasting PTLO...
[2025-12-29T20:30:06.904038] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-29T20:30:06.904067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-29T20:30:06.915389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-29T20:30:06.915742] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-29T20:30:06.916539] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-29T20:30:06.916614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:06.916649] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:06.916677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:06.916737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:06.973915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:06.974767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:06.974850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:06.974882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:07.093249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:07.093400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:07.093438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:07.093467] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:07.096785] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-29T20:30:07.097052] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-29T20:30:07.097175] [INFO ] [sig       ] PTLO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:07.236503] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PTLO.txt
[2025-12-29T20:30:07.236657] [INFO ] [sig       ] [2599/3546] Completed PTLO in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-29T20:30:07.236697] [INFO ] [sig       ] [2600/3546] Forecasting PTNQ...
[2025-12-29T20:30:07.236728] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-29T20:30:07.236756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-29T20:30:07.247843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-29T20:30:07.248121] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-29T20:30:07.248966] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-29T20:30:07.249020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:07.249080] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:07.249110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:07.249169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:07.306719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:07.307550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:07.307652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:07.307688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:07.426692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:07.426848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:07.426904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:07.426934] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:07.430272] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=24.53%)
[2025-12-29T20:30:07.430538] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-29T20:30:07.430684] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:07.576854] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PTNQ.txt
[2025-12-29T20:30:07.576985] [INFO ] [sig       ] [2600/3546] Completed PTNQ in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-29T20:30:07.577025] [INFO ] [sig       ] [2601/3546] Forecasting PTON...
[2025-12-29T20:30:07.577055] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-29T20:30:07.577084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-29T20:30:07.588064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-29T20:30:07.588359] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-29T20:30:07.589182] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-29T20:30:07.589234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:07.589265] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:07.589291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:07.589348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:07.646413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:07.647248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:07.647335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:07.647369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:07.769267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:07.769415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:07.769454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:07.769481] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:07.772811] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-29T20:30:07.773077] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-29T20:30:07.773200] [INFO ] [sig       ] PTON: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:07.911771] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PTON.txt
[2025-12-29T20:30:07.911915] [INFO ] [sig       ] [2601/3546] Completed PTON in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-29T20:30:07.911953] [INFO ] [sig       ] [2602/3546] Forecasting PTY...
[2025-12-29T20:30:07.911984] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-29T20:30:07.912013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-29T20:30:07.923552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-29T20:30:07.923880] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-29T20:30:07.924676] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-29T20:30:07.924728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:07.924760] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:07.924786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:07.924844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:07.981387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:07.982267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:07.982350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:07.982382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:08.100677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:08.100830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:08.100869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:08.100897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:08.104216] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-12-29T20:30:08.104485] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-29T20:30:08.104625] [INFO ] [sig       ] PTY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:08.242627] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PTY.txt
[2025-12-29T20:30:08.242777] [INFO ] [sig       ] [2602/3546] Completed PTY in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-29T20:30:08.242819] [INFO ] [sig       ] [2603/3546] Forecasting PUBM...
[2025-12-29T20:30:08.242850] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-29T20:30:08.242880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-29T20:30:08.254942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-29T20:30:08.255260] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-29T20:30:08.256050] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-29T20:30:08.256101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:08.256132] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:08.256158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:08.256215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:08.313587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:08.314441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:08.314528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:08.314563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:08.433442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:08.433612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:08.433650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:08.433711] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:08.437042] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-29T20:30:08.437315] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-29T20:30:08.437439] [INFO ] [sig       ] PUBM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:08.576890] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PUBM.txt
[2025-12-29T20:30:08.577238] [INFO ] [sig       ] [2603/3546] Completed PUBM in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-29T20:30:08.577278] [INFO ] [sig       ] [2604/3546] Forecasting PUK...
[2025-12-29T20:30:08.577307] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-29T20:30:08.577337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-29T20:30:08.589488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-29T20:30:08.589834] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-29T20:30:08.590705] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-29T20:30:08.590759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:08.590803] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:08.590831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:08.590889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:08.647753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:08.648456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:08.648537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:08.648569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:08.765309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:08.765463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:08.765503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:08.765533] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:08.769006] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-29T20:30:08.769281] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-29T20:30:08.769412] [INFO ] [sig       ] PUK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:08.908254] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PUK.txt
[2025-12-29T20:30:08.908395] [INFO ] [sig       ] [2604/3546] Completed PUK in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-29T20:30:08.908435] [INFO ] [sig       ] [2605/3546] Forecasting PUMP...
[2025-12-29T20:30:08.908464] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-29T20:30:08.908493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-29T20:30:08.919486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-29T20:30:08.919815] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-29T20:30:08.920604] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-29T20:30:08.920656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:08.920687] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:08.920720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:08.920784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:08.977423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:08.978243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:08.978325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:08.978358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:09.102902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:09.103051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:09.103090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:09.103119] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:09.106456] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=23.43%)
[2025-12-29T20:30:09.106738] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-29T20:30:09.106863] [INFO ] [sig       ] PUMP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:09.247114] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PUMP.txt
[2025-12-29T20:30:09.247247] [INFO ] [sig       ] [2605/3546] Completed PUMP in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:09.247286] [INFO ] [sig       ] [2606/3546] Forecasting PVH...
[2025-12-29T20:30:09.247314] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-29T20:30:09.247344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-29T20:30:09.258465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-29T20:30:09.258799] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-29T20:30:09.259607] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-29T20:30:09.259661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:09.259692] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:09.259720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:09.259779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:09.321231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:09.322142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:09.322228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:09.322260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:09.444962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:09.445103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:09.445140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:09.445168] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:09.448443] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-29T20:30:09.448729] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-29T20:30:09.448874] [INFO ] [sig       ] PVH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:09.589551] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PVH.txt
[2025-12-29T20:30:09.589698] [INFO ] [sig       ] [2606/3546] Completed PVH in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:09.589737] [INFO ] [sig       ] [2607/3546] Forecasting PVL...
[2025-12-29T20:30:09.589766] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-29T20:30:09.589795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-29T20:30:09.601512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-29T20:30:09.601860] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-29T20:30:09.602665] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-29T20:30:09.602719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:09.602752] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:09.602779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:09.602838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:09.660430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:09.661303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:09.661389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:09.661423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:09.777105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:09.777255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:09.777297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:09.777326] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:09.780779] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=64.88%)
[2025-12-29T20:30:09.781062] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-29T20:30:09.781189] [INFO ] [sig       ] PVL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:09.934268] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PVL.txt
[2025-12-29T20:30:09.934428] [INFO ] [sig       ] [2607/3546] Completed PVL in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:09.934469] [INFO ] [sig       ] [2608/3546] Forecasting PWP...
[2025-12-29T20:30:09.934507] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-29T20:30:09.934537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-29T20:30:09.946095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-29T20:30:09.946453] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-29T20:30:09.947263] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-29T20:30:09.947316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:09.947346] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:09.947372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:09.947429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:10.003624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:10.004490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:10.004594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:10.004630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:10.120028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:10.120179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:10.120217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:10.120246] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:10.123615] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-29T20:30:10.123893] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-29T20:30:10.124018] [INFO ] [sig       ] PWP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:10.266145] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PWP.txt
[2025-12-29T20:30:10.266289] [INFO ] [sig       ] [2608/3546] Completed PWP in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:10.266328] [INFO ] [sig       ] [2609/3546] Forecasting PX...
[2025-12-29T20:30:10.266357] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-29T20:30:10.266385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-29T20:30:10.278228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-29T20:30:10.278525] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-29T20:30:10.279372] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-29T20:30:10.279426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:10.279458] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:10.279484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:10.279542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:10.341990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:10.342977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:10.343061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:10.343092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:10.474399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:10.474549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:10.474606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:10.474637] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:10.477970] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-29T20:30:10.478245] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-29T20:30:10.478368] [INFO ] [sig       ] PX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:10.619856] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PX.txt
[2025-12-29T20:30:10.620021] [INFO ] [sig       ] [2609/3546] Completed PX in 0.4s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:10.620061] [INFO ] [sig       ] [2610/3546] Forecasting PXS...
[2025-12-29T20:30:10.620091] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-29T20:30:10.620121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-29T20:30:10.631429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-29T20:30:10.631790] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-29T20:30:10.632621] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-29T20:30:10.632673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:10.632704] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:10.632729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:10.632787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:10.690272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:10.691149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:10.691233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:10.691298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:10.796209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:10.796363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:10.796407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:10.796437] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:10.799930] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-29T20:30:10.800205] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-29T20:30:10.800335] [INFO ] [sig       ] PXS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:10.943120] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PXS.txt
[2025-12-29T20:30:10.943253] [INFO ] [sig       ] [2610/3546] Completed PXS in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:10.943292] [INFO ] [sig       ] [2611/3546] Forecasting PY...
[2025-12-29T20:30:10.943321] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-29T20:30:10.943351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-29T20:30:10.954328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-29T20:30:10.954690] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-29T20:30:10.955466] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-29T20:30:10.955519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:10.955550] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:10.955596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:10.955657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:11.015303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:11.016143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:11.016227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:11.016261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:11.123625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:11.123781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:11.123822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:11.123868] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:11.127837] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-12-29T20:30:11.128113] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-29T20:30:11.128241] [INFO ] [sig       ] PY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:11.270353] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PY.txt
[2025-12-29T20:30:11.270487] [INFO ] [sig       ] [2611/3546] Completed PY in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:11.270526] [INFO ] [sig       ] [2612/3546] Forecasting PYPL...
[2025-12-29T20:30:11.270555] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-29T20:30:11.270601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-29T20:30:11.281876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-29T20:30:11.282143] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-29T20:30:11.282923] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-29T20:30:11.282975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:11.283007] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:11.283033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:11.283090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:11.345323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:11.346262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:11.346359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:11.346395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:11.469100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:11.469255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:11.469295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:11.469323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:11.472842] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2025-12-29T20:30:11.473118] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-29T20:30:11.473244] [INFO ] [sig       ] PYPL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:11.614682] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/PYPL.txt
[2025-12-29T20:30:11.614813] [INFO ] [sig       ] [2612/3546] Completed PYPL in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:11.614852] [INFO ] [sig       ] [2613/3546] Forecasting PYXS...
[2025-12-29T20:30:11.614881] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-29T20:30:11.614920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-29T20:30:11.626425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-29T20:30:11.626747] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-29T20:30:11.627555] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-29T20:30:11.627625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:11.627657] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:11.627685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:11.627744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:11.686520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:11.687222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:11.687304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:11.687337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:11.805925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:11.806075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:11.806114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:11.806141] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:11.809521] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-29T20:30:11.809813] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-29T20:30:11.809940] [INFO ] [sig       ] PYXS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:11.952326] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PYXS.txt
[2025-12-29T20:30:11.952507] [INFO ] [sig       ] [2613/3546] Completed PYXS in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:11.952548] [INFO ] [sig       ] [2614/3546] Forecasting PZZA...
[2025-12-29T20:30:11.952595] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-29T20:30:11.952628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-29T20:30:11.963671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-29T20:30:11.964005] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-29T20:30:11.964866] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-29T20:30:11.964919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:11.964951] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:11.964979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:11.965041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:12.023589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:12.024488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:12.024596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:12.024635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:12.145358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:12.145511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:12.145550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:12.145599] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:12.149219] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-29T20:30:12.149515] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-29T20:30:12.149667] [INFO ] [sig       ] PZZA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:12.292032] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/PZZA.txt
[2025-12-29T20:30:12.292191] [INFO ] [sig       ] [2614/3546] Completed PZZA in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:12.292232] [INFO ] [sig       ] [2615/3546] Forecasting QBTS...
[2025-12-29T20:30:12.292261] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-29T20:30:12.292291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-29T20:30:12.304215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-29T20:30:12.304526] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-29T20:30:12.305317] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-29T20:30:12.305371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:12.305402] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:12.305430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:12.305498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:12.362200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:12.362817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:12.362897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:12.362929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:12.485464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:12.485582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:12.485619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:12.485646] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:12.488730] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-29T20:30:12.489011] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-29T20:30:12.489134] [INFO ] [sig       ] QBTS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:12.630459] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QBTS.txt
[2025-12-29T20:30:12.630588] [INFO ] [sig       ] [2615/3546] Completed QBTS in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:12.630628] [INFO ] [sig       ] [2616/3546] Forecasting QCLN...
[2025-12-29T20:30:12.630657] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-29T20:30:12.630685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-29T20:30:12.642322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-29T20:30:12.642626] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-29T20:30:12.643468] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-29T20:30:12.643521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:12.643554] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:12.643606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:12.643670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:12.700111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:12.700722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:12.700801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:12.700832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:12.818712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:12.818879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:12.818917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:12.818945] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:12.822216] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-29T20:30:12.822482] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-29T20:30:12.822622] [INFO ] [sig       ] QCLN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:12.963220] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QCLN.txt
[2025-12-29T20:30:12.963385] [INFO ] [sig       ] [2616/3546] Completed QCLN in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-29T20:30:12.963427] [INFO ] [sig       ] [2617/3546] Forecasting QCOM...
[2025-12-29T20:30:12.963455] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-29T20:30:12.963483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-29T20:30:12.978293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-29T20:30:12.978727] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-29T20:30:12.979597] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-29T20:30:12.979664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:12.979725] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:12.979756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:12.979816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:13.040792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:13.041682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:13.041763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:13.041796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:13.158657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:13.158832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:13.158873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:13.158901] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:13.162287] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-12-29T20:30:13.162564] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-29T20:30:13.162725] [INFO ] [sig       ] QCOM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:13.302821] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QCOM.txt
[2025-12-29T20:30:13.302978] [INFO ] [sig       ] [2617/3546] Completed QCOM in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-29T20:30:13.303019] [INFO ] [sig       ] [2618/3546] Forecasting QCRH...
[2025-12-29T20:30:13.303050] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-29T20:30:13.303079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-29T20:30:13.314310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-29T20:30:13.314636] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-29T20:30:13.315417] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-29T20:30:13.315469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:13.315502] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:13.315528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:13.315603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:13.372245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:13.373131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:13.373213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:13.373246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:13.489399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:13.489550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:13.489608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:13.489637] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:13.493374] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2025-12-29T20:30:13.493666] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-29T20:30:13.493793] [INFO ] [sig       ] QCRH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:13.641272] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QCRH.txt
[2025-12-29T20:30:13.641466] [INFO ] [sig       ] [2618/3546] Completed QCRH in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-29T20:30:13.641507] [INFO ] [sig       ] [2619/3546] Forecasting QDEL...
[2025-12-29T20:30:13.641536] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-29T20:30:13.641565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-29T20:30:13.653285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-29T20:30:13.653656] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-29T20:30:13.654452] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-29T20:30:13.654504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:13.654535] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:13.654561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:13.654644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:13.710807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:13.711730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:13.711840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:13.711874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:13.828668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:13.828834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:13.828873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:13.828901] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:13.832243] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=53.06%)
[2025-12-29T20:30:13.832510] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-29T20:30:13.832654] [INFO ] [sig       ] QDEL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:14.033109] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QDEL.txt
[2025-12-29T20:30:14.033252] [INFO ] [sig       ] [2619/3546] Completed QDEL in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-29T20:30:14.033290] [INFO ] [sig       ] [2620/3546] Forecasting QFIN...
[2025-12-29T20:30:14.033320] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-29T20:30:14.033349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-29T20:30:14.045533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-29T20:30:14.045883] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-29T20:30:14.046885] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-29T20:30:14.046938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:14.046969] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:14.046996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:14.047053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:14.109715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:14.110639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:14.110725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:14.110763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:14.233407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:14.233586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:14.233628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:14.233733] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:14.237397] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=42.67%)
[2025-12-29T20:30:14.237746] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-29T20:30:14.237887] [INFO ] [sig       ] QFIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:14.394215] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QFIN.txt
[2025-12-29T20:30:14.394382] [INFO ] [sig       ] [2620/3546] Completed QFIN in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-29T20:30:14.394426] [INFO ] [sig       ] [2621/3546] Forecasting QGEN...
[2025-12-29T20:30:14.394455] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-29T20:30:14.394485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-29T20:30:14.406160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-29T20:30:14.406499] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-29T20:30:14.407466] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-29T20:30:14.407521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:14.407553] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:14.407602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:14.407687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:14.465397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:14.466305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:14.466392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:14.466424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:14.588020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:14.588184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:14.588225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:14.588254] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:14.591716] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-12-29T20:30:14.592008] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-29T20:30:14.592136] [INFO ] [sig       ] QGEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:14.736806] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QGEN.txt
[2025-12-29T20:30:14.736974] [INFO ] [sig       ] [2621/3546] Completed QGEN in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-29T20:30:14.737016] [INFO ] [sig       ] [2622/3546] Forecasting QLYS...
[2025-12-29T20:30:14.737045] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-29T20:30:14.737074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-29T20:30:14.750426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-29T20:30:14.750802] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-29T20:30:14.751797] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-29T20:30:14.751849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:14.751880] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:14.751906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:14.751964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:14.808923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:14.809794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:14.809907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:14.809942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:14.930029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:14.930183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:14.930221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:14.930250] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:14.933687] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-29T20:30:14.933965] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-29T20:30:14.934091] [INFO ] [sig       ] QLYS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:15.076337] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QLYS.txt
[2025-12-29T20:30:15.076499] [INFO ] [sig       ] [2622/3546] Completed QLYS in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:15.076545] [INFO ] [sig       ] [2623/3546] Forecasting QMCO...
[2025-12-29T20:30:15.076601] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-29T20:30:15.076636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-29T20:30:15.088692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-29T20:30:15.089188] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-29T20:30:15.090049] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-29T20:30:15.090117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:15.090160] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:15.090188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:15.090245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:15.151346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:15.152275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:15.152367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:15.152408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:15.280373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:15.280651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:15.280709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:15.280739] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:15.284728] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-12-29T20:30:15.285035] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-29T20:30:15.285217] [INFO ] [sig       ] QMCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:15.432337] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QMCO.txt
[2025-12-29T20:30:15.432516] [INFO ] [sig       ] [2623/3546] Completed QMCO in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:15.432565] [INFO ] [sig       ] [2624/3546] Forecasting QMOM...
[2025-12-29T20:30:15.432619] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-29T20:30:15.432650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-29T20:30:15.444993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-29T20:30:15.445370] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-29T20:30:15.446241] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-29T20:30:15.446294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:15.446325] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:15.446351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:15.446408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:15.505249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:15.506086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:15.506171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:15.506204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:15.627982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:15.628162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:15.628204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:15.628234] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:15.631743] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-29T20:30:15.632026] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-29T20:30:15.632160] [INFO ] [sig       ] QMOM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:15.776397] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QMOM.txt
[2025-12-29T20:30:15.776551] [INFO ] [sig       ] [2624/3546] Completed QMOM in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:15.776615] [INFO ] [sig       ] [2625/3546] Forecasting QNCX...
[2025-12-29T20:30:15.776646] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-29T20:30:15.776676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-29T20:30:15.788491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-29T20:30:15.788815] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-29T20:30:15.789619] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-29T20:30:15.789673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:15.789703] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:15.789729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:15.789787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:15.846048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:15.846716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:15.846796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:15.846828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:15.962856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:15.963005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:15.963043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:15.963070] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:15.966414] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=82.45%)
[2025-12-29T20:30:15.966729] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-29T20:30:15.966856] [INFO ] [sig       ] QNCX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:16.105782] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QNCX.txt
[2025-12-29T20:30:16.105906] [INFO ] [sig       ] [2625/3546] Completed QNCX in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:16.105946] [INFO ] [sig       ] [2626/3546] Forecasting QNTM...
[2025-12-29T20:30:16.105975] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-29T20:30:16.106004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-29T20:30:16.118856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-29T20:30:16.119286] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-29T20:30:16.120264] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-29T20:30:16.120322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:16.120551] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:16.120602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:16.120670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:16.182986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:16.183931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:16.184023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:16.184056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:16.313153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:16.313313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:16.313353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:16.313381] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:16.316869] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-29T20:30:16.317183] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-29T20:30:16.317317] [INFO ] [sig       ] QNTM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:16.468749] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QNTM.txt
[2025-12-29T20:30:16.468936] [INFO ] [sig       ] [2626/3546] Completed QNTM in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:16.468977] [INFO ] [sig       ] [2627/3546] Forecasting QQMG...
[2025-12-29T20:30:16.469006] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-29T20:30:16.469037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-29T20:30:16.480903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-29T20:30:16.481291] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-29T20:30:16.482158] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-29T20:30:16.482210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:16.482241] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:16.482268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:16.482327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:16.542070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:16.542969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:16.543097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:16.543133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:16.653262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:16.653416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:16.653458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:16.653487] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:16.656880] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-29T20:30:16.657158] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-29T20:30:16.657285] [INFO ] [sig       ] QQMG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:16.806284] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QQMG.txt
[2025-12-29T20:30:16.806444] [INFO ] [sig       ] [2627/3546] Completed QQMG in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:16.806485] [INFO ] [sig       ] [2628/3546] Forecasting QQQ...
[2025-12-29T20:30:16.806515] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-29T20:30:16.806546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-29T20:30:16.818423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-29T20:30:16.818738] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-29T20:30:16.819653] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-29T20:30:16.819728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:16.819763] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:16.819790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:16.819856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:16.879186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:16.880096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:16.880375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:16.880408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:17.008510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:17.008705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:17.008747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:17.008796] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:17.012663] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-29T20:30:17.012971] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-29T20:30:17.013103] [INFO ] [sig       ] QQQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:17.158912] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QQQ.txt
[2025-12-29T20:30:17.159059] [INFO ] [sig       ] [2628/3546] Completed QQQ in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:17.159098] [INFO ] [sig       ] [2629/3546] Forecasting QQQE...
[2025-12-29T20:30:17.159126] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-29T20:30:17.159156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-29T20:30:17.170247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-29T20:30:17.170550] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-29T20:30:17.171387] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-29T20:30:17.171439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:17.171469] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:17.171494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:17.171552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:17.227972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:17.228659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:17.228759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:17.228833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:17.347382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:17.347536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:17.347593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:17.347624] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:17.351637] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=21.86%)
[2025-12-29T20:30:17.351920] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-29T20:30:17.352061] [INFO ] [sig       ] QQQE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:17.493910] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QQQE.txt
[2025-12-29T20:30:17.494049] [INFO ] [sig       ] [2629/3546] Completed QQQE in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:17.494087] [INFO ] [sig       ] [2630/3546] Forecasting QQQI...
[2025-12-29T20:30:17.494116] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-29T20:30:17.494146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-29T20:30:17.505158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-29T20:30:17.505463] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-29T20:30:17.506292] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-29T20:30:17.506344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:17.506376] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:17.506402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:17.506458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:17.562777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:17.563686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:17.563772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:17.563804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:17.679514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:17.679687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:17.679727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:17.679756] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:17.683230] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-29T20:30:17.683506] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-29T20:30:17.683655] [INFO ] [sig       ] QQQI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:17.829329] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QQQI.txt
[2025-12-29T20:30:17.829527] [INFO ] [sig       ] [2630/3546] Completed QQQI in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:17.829567] [INFO ] [sig       ] [2631/3546] Forecasting QQQJ...
[2025-12-29T20:30:17.829617] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-29T20:30:17.829649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-29T20:30:17.843930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-29T20:30:17.844362] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-29T20:30:17.845389] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-29T20:30:17.845450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:17.845487] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:17.845517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:17.845611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:17.915200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:17.916099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:17.916183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:17.916216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:18.038142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:18.038310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:18.038542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:18.038587] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:18.042183] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-29T20:30:18.042671] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-29T20:30:18.042801] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:18.185422] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QQQJ.txt
[2025-12-29T20:30:18.185601] [INFO ] [sig       ] [2631/3546] Completed QQQJ in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:18.185655] [INFO ] [sig       ] [2632/3546] Forecasting QQQM...
[2025-12-29T20:30:18.185686] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-29T20:30:18.185718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-29T20:30:18.197999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-29T20:30:18.198299] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-29T20:30:18.199177] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-29T20:30:18.199230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:18.199262] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:18.199289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:18.199348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:18.258000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:18.258813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:18.258898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:18.258931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:18.389837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:18.390007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:18.390052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:18.390083] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:18.394141] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-29T20:30:18.394640] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-29T20:30:18.394771] [INFO ] [sig       ] QQQM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:18.537020] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QQQM.txt
[2025-12-29T20:30:18.537173] [INFO ] [sig       ] [2632/3546] Completed QQQM in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:18.537227] [INFO ] [sig       ] [2633/3546] Forecasting QQQX...
[2025-12-29T20:30:18.537260] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-29T20:30:18.537290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-29T20:30:18.549495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-29T20:30:18.549904] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-29T20:30:18.550995] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-29T20:30:18.551050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:18.551084] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:18.551110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:18.551350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:18.610954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:18.611954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:18.612047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:18.612086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:18.736668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:18.736818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:18.736857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:18.736886] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:18.740473] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-12-29T20:30:18.740787] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-29T20:30:18.740914] [INFO ] [sig       ] QQQX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:18.888330] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QQQX.txt
[2025-12-29T20:30:18.888501] [INFO ] [sig       ] [2633/3546] Completed QQQX in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:18.888544] [INFO ] [sig       ] [2634/3546] Forecasting QQQY...
[2025-12-29T20:30:18.888588] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-29T20:30:18.888622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-29T20:30:18.901160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-29T20:30:18.901641] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-29T20:30:18.902652] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-29T20:30:18.902706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:18.902761] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:18.902789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:18.902848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:18.961043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:18.961746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:18.961826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:18.961858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:19.078033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:19.078389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:19.078428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:19.078456] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:19.082406] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-29T20:30:19.082704] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-29T20:30:19.082828] [INFO ] [sig       ] QQQY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:19.231939] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QQQY.txt
[2025-12-29T20:30:19.232090] [INFO ] [sig       ] [2634/3546] Completed QQQY in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-29T20:30:19.232137] [INFO ] [sig       ] [2635/3546] Forecasting QRHC...
[2025-12-29T20:30:19.232172] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-29T20:30:19.232203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-29T20:30:19.243305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-29T20:30:19.243628] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-29T20:30:19.244402] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-29T20:30:19.244454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:19.244486] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:19.244512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:19.244589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:19.303980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:19.304827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:19.304908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:19.304940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:19.424936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:19.425144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:19.425222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:19.425253] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:19.429216] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-29T20:30:19.429554] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-29T20:30:19.429722] [INFO ] [sig       ] QRHC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:19.574659] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QRHC.txt
[2025-12-29T20:30:19.574818] [INFO ] [sig       ] [2635/3546] Completed QRHC in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-29T20:30:19.574860] [INFO ] [sig       ] [2636/3546] Forecasting QRVO...
[2025-12-29T20:30:19.574891] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-29T20:30:19.574931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-29T20:30:19.586669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-29T20:30:19.586991] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-29T20:30:19.587844] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-29T20:30:19.587898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:19.587932] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:19.587961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:19.588030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:19.648722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:19.649755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:19.649878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:19.649913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:19.779687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:19.779863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:19.779908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:19.779937] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:19.783827] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=74.65%)
[2025-12-29T20:30:19.784211] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-29T20:30:19.784354] [INFO ] [sig       ] QRVO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:19.943906] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QRVO.txt
[2025-12-29T20:30:19.944111] [INFO ] [sig       ] [2636/3546] Completed QRVO in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-29T20:30:19.944161] [INFO ] [sig       ] [2637/3546] Forecasting QS...
[2025-12-29T20:30:19.944192] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-29T20:30:19.944225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-29T20:30:19.956614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-29T20:30:19.956945] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-29T20:30:19.957856] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-29T20:30:19.957911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:19.957955] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:19.957985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:19.958052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:20.019758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:20.021158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:20.021241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:20.021274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:20.146313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:20.146472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:20.146511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:20.146603] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:20.150413] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-29T20:30:20.150796] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-29T20:30:20.150938] [INFO ] [sig       ] QS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:20.300905] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QS.txt
[2025-12-29T20:30:20.301065] [INFO ] [sig       ] [2637/3546] Completed QS in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-29T20:30:20.301109] [INFO ] [sig       ] [2638/3546] Forecasting QSI...
[2025-12-29T20:30:20.301138] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-29T20:30:20.301168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-29T20:30:20.314114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-29T20:30:20.314437] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-29T20:30:20.315318] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-29T20:30:20.315384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:20.315431] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:20.315463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:20.315523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:20.379457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:20.380436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:20.380526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:20.380560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:20.514428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:20.514734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:20.514789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:20.514820] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:20.519124] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-12-29T20:30:20.519589] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-29T20:30:20.519783] [INFO ] [sig       ] QSI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:20.664670] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QSI.txt
[2025-12-29T20:30:20.664833] [INFO ] [sig       ] [2638/3546] Completed QSI in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-29T20:30:20.664874] [INFO ] [sig       ] [2639/3546] Forecasting QTEC...
[2025-12-29T20:30:20.664905] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-29T20:30:20.664934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-29T20:30:20.676102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-29T20:30:20.676399] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-29T20:30:20.677206] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-29T20:30:20.677259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:20.677301] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:20.677329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:20.677387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:20.734085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:20.734957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:20.735041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:20.735074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:20.856858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:20.857012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:20.857051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:20.857080] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:20.860641] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-29T20:30:20.860910] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-29T20:30:20.861034] [INFO ] [sig       ] QTEC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:21.008387] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QTEC.txt
[2025-12-29T20:30:21.008590] [INFO ] [sig       ] [2639/3546] Completed QTEC in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-29T20:30:21.008636] [INFO ] [sig       ] [2640/3546] Forecasting QTRX...
[2025-12-29T20:30:21.008665] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-29T20:30:21.008695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-29T20:30:21.020375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-29T20:30:21.020777] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-29T20:30:21.021644] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-29T20:30:21.021698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:21.021729] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:21.021755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:21.021813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:21.080016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:21.080980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:21.081072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:21.081106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:21.202936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:21.203096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:21.203143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:21.203173] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:21.206845] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-29T20:30:21.207157] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-29T20:30:21.207295] [INFO ] [sig       ] QTRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:21.354230] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QTRX.txt
[2025-12-29T20:30:21.354371] [INFO ] [sig       ] [2640/3546] Completed QTRX in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:21.354412] [INFO ] [sig       ] [2641/3546] Forecasting QTTB...
[2025-12-29T20:30:21.354439] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-29T20:30:21.354467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-29T20:30:21.365357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-29T20:30:21.365684] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-29T20:30:21.366482] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-29T20:30:21.366535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:21.366565] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:21.366613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:21.366670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:21.422777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:21.423633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:21.423716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:21.423748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:21.543819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:21.543996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:21.544051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:21.544082] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:21.547676] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-12-29T20:30:21.547981] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-29T20:30:21.548117] [INFO ] [sig       ] QTTB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:21.689561] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QTTB.txt
[2025-12-29T20:30:21.689736] [INFO ] [sig       ] [2641/3546] Completed QTTB in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:21.689778] [INFO ] [sig       ] [2642/3546] Forecasting QTUM...
[2025-12-29T20:30:21.689806] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-29T20:30:21.689836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-29T20:30:21.701727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-29T20:30:21.702139] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-29T20:30:21.703028] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-29T20:30:21.703087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:21.703119] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:21.703146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:21.703204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:21.762394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:21.763315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:21.763402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:21.763436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:21.884730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:21.884894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:21.884944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:21.884978] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:21.888657] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-29T20:30:21.889018] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-29T20:30:21.889160] [INFO ] [sig       ] QTUM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:22.032410] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QTUM.txt
[2025-12-29T20:30:22.032566] [INFO ] [sig       ] [2642/3546] Completed QTUM in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:22.032645] [INFO ] [sig       ] [2643/3546] Forecasting QTWO...
[2025-12-29T20:30:22.032675] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-29T20:30:22.032705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-29T20:30:22.043685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-29T20:30:22.043952] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-29T20:30:22.044738] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-29T20:30:22.044790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:22.044822] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:22.044848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:22.044906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:22.104570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:22.105609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:22.105704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:22.105737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:22.228698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:22.228886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:22.228925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:22.228952] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:22.232324] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-29T20:30:22.232614] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-29T20:30:22.232741] [INFO ] [sig       ] QTWO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:22.372718] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QTWO.txt
[2025-12-29T20:30:22.372876] [INFO ] [sig       ] [2643/3546] Completed QTWO in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:22.372919] [INFO ] [sig       ] [2644/3546] Forecasting QUAD...
[2025-12-29T20:30:22.372948] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-29T20:30:22.372979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-29T20:30:22.384356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-29T20:30:22.384746] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-29T20:30:22.385547] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-29T20:30:22.385622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:22.385655] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:22.385683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:22.385741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:22.441975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:22.442877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:22.442999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:22.443032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:22.564994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:22.565146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:22.565188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:22.565217] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:22.568547] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=45.77%)
[2025-12-29T20:30:22.568863] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-29T20:30:22.569056] [INFO ] [sig       ] QUAD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:22.709670] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QUAD.txt
[2025-12-29T20:30:22.709799] [INFO ] [sig       ] [2644/3546] Completed QUAD in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:22.709838] [INFO ] [sig       ] [2645/3546] Forecasting QUIK...
[2025-12-29T20:30:22.709866] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-29T20:30:22.709895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-29T20:30:22.721163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-29T20:30:22.721451] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-29T20:30:22.722239] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-29T20:30:22.722291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:22.722323] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:22.722350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:22.722407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:22.778363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:22.779096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:22.779191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:22.779229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:22.898528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:22.898702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:22.898741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:22.898788] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:22.902106] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=23.07%)
[2025-12-29T20:30:22.902379] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-29T20:30:22.902506] [INFO ] [sig       ] QUIK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:23.049061] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QUIK.txt
[2025-12-29T20:30:23.049217] [INFO ] [sig       ] [2645/3546] Completed QUIK in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:23.049264] [INFO ] [sig       ] [2646/3546] Forecasting QURE...
[2025-12-29T20:30:23.049298] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-29T20:30:23.049325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-29T20:30:23.060857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-29T20:30:23.061141] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-29T20:30:23.061931] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-29T20:30:23.061983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:23.062014] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:23.062040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:23.062097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:23.118367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:23.119045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:23.119130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:23.119168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:23.241310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:23.241702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:23.241748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:23.241795] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:23.245227] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-29T20:30:23.245509] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-29T20:30:23.245658] [INFO ] [sig       ] QURE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:23.384512] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QURE.txt
[2025-12-29T20:30:23.384670] [INFO ] [sig       ] [2646/3546] Completed QURE in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:23.384711] [INFO ] [sig       ] [2647/3546] Forecasting QVAL...
[2025-12-29T20:30:23.384739] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-29T20:30:23.384768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-29T20:30:23.397165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-29T20:30:23.397726] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-29T20:30:23.398510] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-29T20:30:23.398563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:23.398615] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:23.398643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:23.398702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:23.458009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:23.458846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:23.458936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:23.458969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:23.583859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:23.584023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:23.584067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:23.584097] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:23.587677] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-29T20:30:23.587966] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-29T20:30:23.588118] [INFO ] [sig       ] QVAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:23.732796] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QVAL.txt
[2025-12-29T20:30:23.732947] [INFO ] [sig       ] [2647/3546] Completed QVAL in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:23.732985] [INFO ] [sig       ] [2648/3546] Forecasting QVCC...
[2025-12-29T20:30:23.733014] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-29T20:30:23.733043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-29T20:30:23.744616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-29T20:30:23.744922] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-29T20:30:23.745725] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-29T20:30:23.745779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:23.745811] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:23.745837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:23.745895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:23.801507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:23.802163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:23.802259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:23.802292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:23.918564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:23.918714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:23.918753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:23.918809] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:23.922106] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-29T20:30:23.922385] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-29T20:30:23.922508] [INFO ] [sig       ] QVCC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:24.062911] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QVCC.txt
[2025-12-29T20:30:24.063044] [INFO ] [sig       ] [2648/3546] Completed QVCC in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:24.063082] [INFO ] [sig       ] [2649/3546] Forecasting QYLD...
[2025-12-29T20:30:24.063113] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-29T20:30:24.063142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-29T20:30:24.074846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-29T20:30:24.075169] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-29T20:30:24.075972] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-29T20:30:24.076024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:24.076055] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:24.076081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:24.076138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:24.134831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:24.135634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:24.135717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:24.135750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:24.258189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:24.258359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:24.258405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:24.258434] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:24.262078] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-29T20:30:24.262365] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-29T20:30:24.262493] [INFO ] [sig       ] QYLD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:24.405402] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/QYLD.txt
[2025-12-29T20:30:24.405768] [INFO ] [sig       ] [2649/3546] Completed QYLD in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:24.405810] [INFO ] [sig       ] [2650/3546] Forecasting QYLG...
[2025-12-29T20:30:24.405841] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-29T20:30:24.405869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-29T20:30:24.418059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-29T20:30:24.418388] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-29T20:30:24.419226] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-29T20:30:24.419279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:24.419322] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:24.419350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:24.419407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:24.475778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:24.476645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:24.476727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:24.476759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:24.598375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:24.598760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:24.598823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:24.598852] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:24.603014] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-29T20:30:24.603307] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-29T20:30:24.603437] [INFO ] [sig       ] QYLG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:24.758185] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/QYLG.txt
[2025-12-29T20:30:24.758561] [INFO ] [sig       ] [2650/3546] Completed QYLG in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:24.758637] [INFO ] [sig       ] [2651/3546] Forecasting RA...
[2025-12-29T20:30:24.758680] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-29T20:30:24.758717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-29T20:30:24.777682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-29T20:30:24.778121] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-29T20:30:24.779109] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-29T20:30:24.779196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:24.779231] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:24.779258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:24.779318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:24.844993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:24.845904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:24.845991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:24.846025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:24.979542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:24.979715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:24.979757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:24.979787] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:24.983256] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=38.32%)
[2025-12-29T20:30:24.983563] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-29T20:30:24.983722] [INFO ] [sig       ] RA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:25.136033] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RA.txt
[2025-12-29T20:30:25.136197] [INFO ] [sig       ] [2651/3546] Completed RA in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-29T20:30:25.136237] [INFO ] [sig       ] [2652/3546] Forecasting RACE...
[2025-12-29T20:30:25.136264] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-29T20:30:25.136295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-29T20:30:25.148825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-29T20:30:25.149253] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-29T20:30:25.150312] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-29T20:30:25.150367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:25.150611] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:25.150639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:25.150705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:25.211223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:25.212321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:25.212406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:25.212440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:25.337260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:25.337414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:25.337456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:25.337485] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:25.340962] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-12-29T20:30:25.341243] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-29T20:30:25.341367] [INFO ] [sig       ] RACE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:25.485988] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RACE.txt
[2025-12-29T20:30:25.486146] [INFO ] [sig       ] [2652/3546] Completed RACE in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-29T20:30:25.486196] [INFO ] [sig       ] [2653/3546] Forecasting RAIL...
[2025-12-29T20:30:25.486233] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-29T20:30:25.486270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-29T20:30:25.498194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-29T20:30:25.498561] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-29T20:30:25.499466] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-29T20:30:25.499521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:25.499554] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:25.499603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:25.499669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:25.559321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:25.560257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:25.560349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:25.560381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:25.689448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:25.689620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:25.689662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:25.689689] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:25.693117] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=60.35%)
[2025-12-29T20:30:25.693472] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-29T20:30:25.693639] [INFO ] [sig       ] RAIL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:25.849277] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RAIL.txt
[2025-12-29T20:30:25.849436] [INFO ] [sig       ] [2653/3546] Completed RAIL in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-29T20:30:25.849476] [INFO ] [sig       ] [2654/3546] Forecasting RAMP...
[2025-12-29T20:30:25.849514] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-29T20:30:25.849544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-29T20:30:25.861239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-29T20:30:25.861569] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-29T20:30:25.862439] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-29T20:30:25.862493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:25.862526] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:25.862555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:25.862640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:25.919968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:25.920828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:25.920914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:25.920948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:26.043247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:26.043608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:26.043691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:26.043720] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:26.047265] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-12-29T20:30:26.047534] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-29T20:30:26.047682] [INFO ] [sig       ] RAMP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:26.190651] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RAMP.txt
[2025-12-29T20:30:26.190798] [INFO ] [sig       ] [2654/3546] Completed RAMP in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-29T20:30:26.190837] [INFO ] [sig       ] [2655/3546] Forecasting RAPP...
[2025-12-29T20:30:26.190867] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-29T20:30:26.190897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-29T20:30:26.202460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-29T20:30:26.202834] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-29T20:30:26.203642] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-29T20:30:26.203694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:26.203725] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:26.203752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:26.203813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:26.260737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:26.261459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:26.261538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:26.261570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:26.378649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:26.378834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:26.378876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:26.378904] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:26.382223] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-12-29T20:30:26.382493] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-29T20:30:26.382632] [INFO ] [sig       ] RAPP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:26.522160] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RAPP.txt
[2025-12-29T20:30:26.522328] [INFO ] [sig       ] [2655/3546] Completed RAPP in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-29T20:30:26.522370] [INFO ] [sig       ] [2656/3546] Forecasting RARE...
[2025-12-29T20:30:26.522399] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-29T20:30:26.522429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-29T20:30:26.533843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-29T20:30:26.534242] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-29T20:30:26.535066] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-29T20:30:26.535118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:26.535149] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:26.535175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:26.535232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:26.591672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:26.592562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:26.592668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:26.592699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:26.713510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:26.713676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:26.713716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:26.713745] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:26.717037] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=46.76%)
[2025-12-29T20:30:26.717311] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-29T20:30:26.717438] [INFO ] [sig       ] RARE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:26.858026] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RARE.txt
[2025-12-29T20:30:26.858149] [INFO ] [sig       ] [2656/3546] Completed RARE in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-29T20:30:26.858187] [INFO ] [sig       ] [2657/3546] Forecasting RAVE...
[2025-12-29T20:30:26.858217] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-29T20:30:26.858245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-29T20:30:26.868998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-29T20:30:26.869265] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-29T20:30:26.870079] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-29T20:30:26.870131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:26.870162] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:26.870188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:26.870245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:26.927361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:26.928021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:26.928097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:26.928128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:27.041891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:27.042074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:27.042119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:27.042173] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:27.045746] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-12-29T20:30:27.046020] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-29T20:30:27.046148] [INFO ] [sig       ] RAVE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:27.195098] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RAVE.txt
[2025-12-29T20:30:27.195255] [INFO ] [sig       ] [2657/3546] Completed RAVE in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:27.195298] [INFO ] [sig       ] [2658/3546] Forecasting RAY...
[2025-12-29T20:30:27.195356] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-29T20:30:27.195388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-29T20:30:27.206871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-29T20:30:27.207252] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-29T20:30:27.208107] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-29T20:30:27.208161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:27.208194] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:27.208222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:27.208281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:27.265387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:27.266250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:27.266333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:27.266365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:27.381544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:27.381722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:27.381770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:27.381799] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:27.385214] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-12-29T20:30:27.385506] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-29T20:30:27.385661] [INFO ] [sig       ] RAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:27.533387] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RAY.txt
[2025-12-29T20:30:27.533561] [INFO ] [sig       ] [2658/3546] Completed RAY in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:27.533633] [INFO ] [sig       ] [2659/3546] Forecasting RBA...
[2025-12-29T20:30:27.533665] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-29T20:30:27.533694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-29T20:30:27.546214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-29T20:30:27.546632] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-29T20:30:27.547414] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-29T20:30:27.547467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:27.547499] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:27.547525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:27.547602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:27.605047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:27.605910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:27.606024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:27.606076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:27.726228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:27.726387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:27.726428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:27.726458] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:27.730528] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2025-12-29T20:30:27.730881] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-29T20:30:27.731024] [INFO ] [sig       ] RBA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:27.874213] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RBA.txt
[2025-12-29T20:30:27.874367] [INFO ] [sig       ] [2659/3546] Completed RBA in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:27.874406] [INFO ] [sig       ] [2660/3546] Forecasting RBB...
[2025-12-29T20:30:27.874437] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-29T20:30:27.874467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-29T20:30:27.886349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-29T20:30:27.886634] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-29T20:30:27.887410] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-29T20:30:27.887462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:27.887494] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:27.887521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:27.887601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:27.955006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:27.955847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:27.955928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:27.955962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:28.081666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:28.081814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:28.081853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:28.081882] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:28.085158] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-29T20:30:28.085430] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-29T20:30:28.085552] [INFO ] [sig       ] RBB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:28.228311] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RBB.txt
[2025-12-29T20:30:28.228443] [INFO ] [sig       ] [2660/3546] Completed RBB in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:28.228481] [INFO ] [sig       ] [2661/3546] Forecasting RBBN...
[2025-12-29T20:30:28.228512] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-29T20:30:28.228542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-29T20:30:28.240151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-29T20:30:28.240436] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-29T20:30:28.241231] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-29T20:30:28.241288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:28.241321] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:28.241349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:28.241465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:28.298663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:28.299288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:28.299379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:28.299414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:28.418818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:28.418956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:28.418995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:28.419023] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:28.422281] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-29T20:30:28.422550] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-29T20:30:28.422692] [INFO ] [sig       ] RBBN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:28.567077] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RBBN.txt
[2025-12-29T20:30:28.567241] [INFO ] [sig       ] [2661/3546] Completed RBBN in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:28.567287] [INFO ] [sig       ] [2662/3546] Forecasting RBC...
[2025-12-29T20:30:28.567318] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-29T20:30:28.567347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-29T20:30:28.579262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-29T20:30:28.579545] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-29T20:30:28.580614] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-29T20:30:28.580667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:28.580699] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:28.580725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:28.580782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:28.638006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:28.638646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:28.638723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:28.638755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:28.764653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:28.764805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:28.764846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:28.764875] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:28.768323] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-29T20:30:28.768609] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-29T20:30:28.768739] [INFO ] [sig       ] RBC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:28.911490] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RBC.txt
[2025-12-29T20:30:28.911666] [INFO ] [sig       ] [2662/3546] Completed RBC in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:28.911720] [INFO ] [sig       ] [2663/3546] Forecasting RBCAA...
[2025-12-29T20:30:28.911752] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-29T20:30:28.911782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-29T20:30:28.922673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-29T20:30:28.922963] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-29T20:30:28.923752] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-29T20:30:28.923825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:28.923858] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:28.923885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:28.923943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:29.004287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:29.005315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:29.005412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:29.005450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:29.122726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:29.122878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:29.122917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:29.122945] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:29.126427] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-29T20:30:29.126899] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-29T20:30:29.127022] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:29.266449] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RBCAA.txt
[2025-12-29T20:30:29.266606] [INFO ] [sig       ] [2663/3546] Completed RBCAA in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:29.266647] [INFO ] [sig       ] [2664/3546] Forecasting RBLX...
[2025-12-29T20:30:29.266677] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-29T20:30:29.266706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-29T20:30:29.281827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-29T20:30:29.282200] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-29T20:30:29.283184] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-29T20:30:29.283250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:29.283296] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:29.283337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:29.283424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:29.348854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:29.349944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:29.350032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:29.350065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:29.480169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:29.480325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:29.480364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:29.480392] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:29.483755] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-12-29T20:30:29.484059] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-29T20:30:29.484183] [INFO ] [sig       ] RBLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:29.627700] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RBLX.txt
[2025-12-29T20:30:29.627836] [INFO ] [sig       ] [2664/3546] Completed RBLX in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:29.627876] [INFO ] [sig       ] [2665/3546] Forecasting RC...
[2025-12-29T20:30:29.627906] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-29T20:30:29.627935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-29T20:30:29.639286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-29T20:30:29.639607] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-29T20:30:29.640385] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-29T20:30:29.640437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:29.640468] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:29.640495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:29.640553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:29.696692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:29.697547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:29.697647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:29.697680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:29.821604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:29.821766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:29.821805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:29.821833] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:29.825175] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-29T20:30:29.825452] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-29T20:30:29.825602] [INFO ] [sig       ] RC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:29.964834] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RC.txt
[2025-12-29T20:30:29.964975] [INFO ] [sig       ] [2665/3546] Completed RC in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:29.965014] [INFO ] [sig       ] [2666/3546] Forecasting RCEL...
[2025-12-29T20:30:29.965042] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-29T20:30:29.965071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-29T20:30:29.976226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-29T20:30:29.976522] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-29T20:30:29.977326] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-29T20:30:29.977380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:29.977410] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:29.977435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:29.977491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:30.034454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:30.035314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:30.035397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:30.035429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:30.160432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:30.160800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:30.160839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:30.160867] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:30.164212] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-29T20:30:30.164490] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-29T20:30:30.164633] [INFO ] [sig       ] RCEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:30.305155] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RCEL.txt
[2025-12-29T20:30:30.305300] [INFO ] [sig       ] [2666/3546] Completed RCEL in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:30.305340] [INFO ] [sig       ] [2667/3546] Forecasting RCI...
[2025-12-29T20:30:30.305370] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-29T20:30:30.305400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-29T20:30:30.317120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-29T20:30:30.317433] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-29T20:30:30.318497] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-29T20:30:30.318552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:30.318602] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:30.318630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:30.318688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:30.376078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:30.376832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:30.376912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:30.376944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:30.496310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:30.496466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:30.496509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:30.496536] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:30.499955] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-12-29T20:30:30.500233] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-29T20:30:30.500360] [INFO ] [sig       ] RCI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:30.648493] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RCI.txt
[2025-12-29T20:30:30.648859] [INFO ] [sig       ] [2667/3546] Completed RCI in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:30.648901] [INFO ] [sig       ] [2668/3546] Forecasting RCKY...
[2025-12-29T20:30:30.648931] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-29T20:30:30.648961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-29T20:30:30.661986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-29T20:30:30.662305] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-29T20:30:30.663101] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-29T20:30:30.663154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:30.663185] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:30.663212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:30.663269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:30.724106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:30.725162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:30.725243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:30.725276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:30.855829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:30.855994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:30.856034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:30.856062] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:30.859788] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-12-29T20:30:30.860137] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-29T20:30:30.860274] [INFO ] [sig       ] RCKY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:31.001964] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RCKY.txt
[2025-12-29T20:30:31.002128] [INFO ] [sig       ] [2668/3546] Completed RCKY in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-29T20:30:31.002168] [INFO ] [sig       ] [2669/3546] Forecasting RCL...
[2025-12-29T20:30:31.002199] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-29T20:30:31.002229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-29T20:30:31.013876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-29T20:30:31.014264] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-29T20:30:31.015081] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-29T20:30:31.015134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:31.015165] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:31.015191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:31.015248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:31.071730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:31.072648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:31.072758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:31.072798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:31.199859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:31.200015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:31.200055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:31.200083] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:31.203917] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-29T20:30:31.204217] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-29T20:30:31.204349] [INFO ] [sig       ] RCL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:31.355853] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RCL.txt
[2025-12-29T20:30:31.356014] [INFO ] [sig       ] [2669/3546] Completed RCL in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-29T20:30:31.356053] [INFO ] [sig       ] [2670/3546] Forecasting RCS...
[2025-12-29T20:30:31.356082] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-29T20:30:31.356113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-29T20:30:31.368710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-29T20:30:31.369094] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-29T20:30:31.370127] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-29T20:30:31.370180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:31.370211] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:31.370237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:31.370298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:31.430818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:31.431881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:31.431965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:31.431996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:31.579287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:31.579462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:31.579501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:31.579530] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:31.582938] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-29T20:30:31.583212] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-29T20:30:31.583342] [INFO ] [sig       ] RCS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:31.726211] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RCS.txt
[2025-12-29T20:30:31.726380] [INFO ] [sig       ] [2670/3546] Completed RCS in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-29T20:30:31.726428] [INFO ] [sig       ] [2671/3546] Forecasting RCUS...
[2025-12-29T20:30:31.726462] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-29T20:30:31.726493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-29T20:30:31.738117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-29T20:30:31.738500] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-29T20:30:31.739348] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-29T20:30:31.739413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:31.739451] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:31.739482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:31.739540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:31.797569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:31.798454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:31.798537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:31.798569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:31.921269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:31.921426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:31.921465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:31.921494] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:31.924835] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-12-29T20:30:31.925105] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-29T20:30:31.925231] [INFO ] [sig       ] RCUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:32.076188] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RCUS.txt
[2025-12-29T20:30:32.076353] [INFO ] [sig       ] [2671/3546] Completed RCUS in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-29T20:30:32.076392] [INFO ] [sig       ] [2672/3546] Forecasting RDCM...
[2025-12-29T20:30:32.076423] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-29T20:30:32.076452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-29T20:30:32.088883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-29T20:30:32.089199] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-29T20:30:32.090052] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-29T20:30:32.090104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:32.090134] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:32.090160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:32.090221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:32.148182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:32.149014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:32.149098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:32.149129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:32.268071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:32.268227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:32.268267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:32.268297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:32.271735] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-29T20:30:32.272017] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-29T20:30:32.272149] [INFO ] [sig       ] RDCM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:32.415492] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RDCM.txt
[2025-12-29T20:30:32.415648] [INFO ] [sig       ] [2672/3546] Completed RDCM in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-29T20:30:32.415692] [INFO ] [sig       ] [2673/3546] Forecasting RDHL...
[2025-12-29T20:30:32.415721] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-29T20:30:32.415749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-29T20:30:32.427893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-29T20:30:32.428197] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-29T20:30:32.429073] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-29T20:30:32.429127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:32.429158] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:32.429183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:32.429241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:32.490805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:32.491607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:32.491692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:32.491726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:32.614302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:32.614457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:32.614498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:32.614527] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:32.617985] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=39.67%)
[2025-12-29T20:30:32.618269] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-29T20:30:32.618422] [INFO ] [sig       ] RDHL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:32.781769] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RDHL.txt
[2025-12-29T20:30:32.781935] [INFO ] [sig       ] [2673/3546] Completed RDHL in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-29T20:30:32.781978] [INFO ] [sig       ] [2674/3546] Forecasting RDVY...
[2025-12-29T20:30:32.782008] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-29T20:30:32.782038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-29T20:30:32.794219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-29T20:30:32.794609] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-29T20:30:32.795412] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-29T20:30:32.795464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:32.795506] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:32.795533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:32.795610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:32.852615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:32.853517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:32.853620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:32.853657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:32.973829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:32.973987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:32.974028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:32.974056] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:32.977443] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-29T20:30:32.977733] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-29T20:30:32.977857] [INFO ] [sig       ] RDVY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:33.118082] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RDVY.txt
[2025-12-29T20:30:33.118206] [INFO ] [sig       ] [2674/3546] Completed RDVY in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:33.118277] [INFO ] [sig       ] [2675/3546] Forecasting RDY...
[2025-12-29T20:30:33.118307] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-29T20:30:33.118337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-29T20:30:33.130471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-29T20:30:33.130811] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-29T20:30:33.131692] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-29T20:30:33.131746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:33.131780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:33.131807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:33.131866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:33.190508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:33.191182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:33.191262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:33.191294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:33.317951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:33.318102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:33.318140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:33.318168] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:33.321537] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-12-29T20:30:33.321820] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-29T20:30:33.321945] [INFO ] [sig       ] RDY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:33.463735] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RDY.txt
[2025-12-29T20:30:33.463856] [INFO ] [sig       ] [2675/3546] Completed RDY in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:33.463895] [INFO ] [sig       ] [2676/3546] Forecasting REAL...
[2025-12-29T20:30:33.463924] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-29T20:30:33.463952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-29T20:30:33.476281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-29T20:30:33.476621] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-29T20:30:33.477432] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-29T20:30:33.477486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:33.477518] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:33.477745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:33.477805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:33.536171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:33.536902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:33.536984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:33.537018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:33.658658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:33.658810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:33.658857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:33.658890] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:33.662301] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-29T20:30:33.662599] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-29T20:30:33.662728] [INFO ] [sig       ] REAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:33.803894] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/REAL.txt
[2025-12-29T20:30:33.804036] [INFO ] [sig       ] [2676/3546] Completed REAL in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:33.804076] [INFO ] [sig       ] [2677/3546] Forecasting REAX...
[2025-12-29T20:30:33.804106] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-29T20:30:33.804134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-29T20:30:33.815068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-29T20:30:33.815398] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-29T20:30:33.816229] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-29T20:30:33.816283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:33.816314] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:33.816341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:33.816399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:33.875388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:33.876255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:33.876338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:33.876371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:33.996706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:33.996863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:33.996902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:33.996930] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:34.000257] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-29T20:30:34.000530] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-29T20:30:34.000676] [INFO ] [sig       ] REAX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:34.141961] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/REAX.txt
[2025-12-29T20:30:34.142105] [INFO ] [sig       ] [2677/3546] Completed REAX in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:34.142153] [INFO ] [sig       ] [2678/3546] Forecasting REBN...
[2025-12-29T20:30:34.142185] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-29T20:30:34.142214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-29T20:30:34.154295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-29T20:30:34.154649] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-29T20:30:34.155476] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-29T20:30:34.155528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:34.155560] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:34.155640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:34.155702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:34.215998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:34.216710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:34.216790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:34.216822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:34.333739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:34.333895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:34.333934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:34.333963] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:34.337306] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=56.55%)
[2025-12-29T20:30:34.337596] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-29T20:30:34.337722] [INFO ] [sig       ] REBN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:34.479338] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/REBN.txt
[2025-12-29T20:30:34.479472] [INFO ] [sig       ] [2678/3546] Completed REBN in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:34.479513] [INFO ] [sig       ] [2679/3546] Forecasting REFI...
[2025-12-29T20:30:34.479542] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-29T20:30:34.479797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-29T20:30:34.493065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-29T20:30:34.493357] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-29T20:30:34.494351] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-29T20:30:34.494403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:34.494434] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:34.494460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:34.494517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:34.554221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:34.554909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:34.554987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:34.555019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:34.675022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:34.675186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:34.675234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:34.675264] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:34.678601] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-12-29T20:30:34.678898] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-29T20:30:34.679048] [INFO ] [sig       ] REFI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:34.820889] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/REFI.txt
[2025-12-29T20:30:34.821047] [INFO ] [sig       ] [2679/3546] Completed REFI in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:34.821088] [INFO ] [sig       ] [2680/3546] Forecasting REG...
[2025-12-29T20:30:34.821116] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-29T20:30:34.821146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-29T20:30:34.832755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-29T20:30:34.833021] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-29T20:30:34.834013] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-29T20:30:34.834065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:34.834096] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:34.834123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:34.834181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:34.895326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:34.895995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:34.896092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:34.896124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:35.017704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:35.017861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:35.017899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:35.017927] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:35.021273] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-29T20:30:35.021542] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-29T20:30:35.021699] [INFO ] [sig       ] REG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:35.163625] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/REG.txt
[2025-12-29T20:30:35.163950] [INFO ] [sig       ] [2680/3546] Completed REG in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:35.163990] [INFO ] [sig       ] [2681/3546] Forecasting REGN...
[2025-12-29T20:30:35.164019] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-29T20:30:35.164047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-29T20:30:35.176308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-29T20:30:35.176621] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-29T20:30:35.177411] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-29T20:30:35.177474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:35.177512] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:35.177545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:35.177623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:35.235764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:35.236378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:35.236457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:35.236490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:35.354785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:35.354952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:35.355012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:35.355042] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:35.358655] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=62.52%)
[2025-12-29T20:30:35.359007] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-29T20:30:35.359156] [INFO ] [sig       ] REGN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:35.502931] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/REGN.txt
[2025-12-29T20:30:35.503123] [INFO ] [sig       ] [2681/3546] Completed REGN in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:35.503180] [INFO ] [sig       ] [2682/3546] Forecasting RELL...
[2025-12-29T20:30:35.503222] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-29T20:30:35.503256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-29T20:30:35.517420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-29T20:30:35.517875] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-29T20:30:35.519268] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-29T20:30:35.519324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:35.519357] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:35.519384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:35.519448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:35.586360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:35.587333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:35.587440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:35.587485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:35.718498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:35.718681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:35.718723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:35.718753] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:35.722253] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-29T20:30:35.722632] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-29T20:30:35.722777] [INFO ] [sig       ] RELL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:35.870339] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RELL.txt
[2025-12-29T20:30:35.870503] [INFO ] [sig       ] [2682/3546] Completed RELL in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:35.870546] [INFO ] [sig       ] [2683/3546] Forecasting RELX...
[2025-12-29T20:30:35.870593] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-29T20:30:35.870626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-29T20:30:35.882676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-29T20:30:35.883061] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-29T20:30:35.883938] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-29T20:30:35.883994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:35.884026] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:35.884051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:35.884110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:35.946822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:35.948029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:35.948136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:35.948169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:36.075839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:36.075996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:36.076034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:36.076062] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:36.079428] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-29T20:30:36.079733] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-29T20:30:36.079863] [INFO ] [sig       ] RELX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:36.223966] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RELX.txt
[2025-12-29T20:30:36.224112] [INFO ] [sig       ] [2683/3546] Completed RELX in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:36.224151] [INFO ] [sig       ] [2684/3546] Forecasting RELY...
[2025-12-29T20:30:36.224181] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-29T20:30:36.224209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-29T20:30:36.235838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-29T20:30:36.236163] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-29T20:30:36.237007] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-29T20:30:36.237062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:36.237094] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:36.237121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:36.237180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:36.294828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:36.295862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:36.295949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:36.295982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:36.414894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:36.415051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:36.415091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:36.415119] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:36.418510] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-29T20:30:36.418835] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-29T20:30:36.418968] [INFO ] [sig       ] RELY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:36.563259] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RELY.txt
[2025-12-29T20:30:36.563401] [INFO ] [sig       ] [2684/3546] Completed RELY in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:36.563440] [INFO ] [sig       ] [2685/3546] Forecasting REPL...
[2025-12-29T20:30:36.563468] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-29T20:30:36.563498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-29T20:30:36.575986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-29T20:30:36.576328] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-29T20:30:36.577195] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-29T20:30:36.577250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:36.577485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:36.577514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:36.577595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:36.640091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:36.640969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:36.641057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:36.641090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:36.774519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:36.774699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:36.774747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:36.774775] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:36.778494] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-29T20:30:36.778849] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-29T20:30:36.778995] [INFO ] [sig       ] REPL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:36.934778] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/REPL.txt
[2025-12-29T20:30:36.934944] [INFO ] [sig       ] [2685/3546] Completed REPL in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-29T20:30:36.934991] [INFO ] [sig       ] [2686/3546] Forecasting RERE...
[2025-12-29T20:30:36.935022] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-29T20:30:36.935050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-29T20:30:36.948192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-29T20:30:36.948604] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-29T20:30:36.949679] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-29T20:30:36.949732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:36.949763] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:36.949789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:36.949845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:37.012209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:37.013133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:37.013215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:37.013248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:37.135256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:37.135416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:37.135455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:37.135484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:37.138863] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=24.73%)
[2025-12-29T20:30:37.139137] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-29T20:30:37.139263] [INFO ] [sig       ] RERE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:37.279960] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RERE.txt
[2025-12-29T20:30:37.280125] [INFO ] [sig       ] [2686/3546] Completed RERE in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-29T20:30:37.280168] [INFO ] [sig       ] [2687/3546] Forecasting RES...
[2025-12-29T20:30:37.280197] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-29T20:30:37.280227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-29T20:30:37.293196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-29T20:30:37.293593] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-29T20:30:37.294465] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-29T20:30:37.294534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:37.294607] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:37.294644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:37.294705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:37.361201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:37.362081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:37.362166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:37.362200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:37.497741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:37.497902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:37.497943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:37.497972] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:37.502132] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-12-29T20:30:37.502437] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-29T20:30:37.502601] [INFO ] [sig       ] RES: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:37.664409] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RES.txt
[2025-12-29T20:30:37.664601] [INFO ] [sig       ] [2687/3546] Completed RES in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-29T20:30:37.664852] [INFO ] [sig       ] [2688/3546] Forecasting REVG...
[2025-12-29T20:30:37.664896] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-29T20:30:37.664929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-29T20:30:37.678895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-29T20:30:37.679390] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-29T20:30:37.680538] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-29T20:30:37.680615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:37.680649] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:37.680676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:37.680936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:37.745885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:37.746741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:37.746870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:37.746904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:37.892993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:37.893157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:37.893206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:37.893236] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:37.896977] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-29T20:30:37.897263] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-29T20:30:37.897391] [INFO ] [sig       ] REVG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:38.037947] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/REVG.txt
[2025-12-29T20:30:38.038078] [INFO ] [sig       ] [2688/3546] Completed REVG in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-29T20:30:38.038116] [INFO ] [sig       ] [2689/3546] Forecasting REX...
[2025-12-29T20:30:38.038153] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-29T20:30:38.038183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-29T20:30:38.049720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-29T20:30:38.049998] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-29T20:30:38.050804] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-29T20:30:38.050857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:38.050889] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:38.050916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:38.050974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:38.112830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:38.113948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:38.114050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:38.114085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:38.233653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:38.233807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:38.233846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:38.233874] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:38.237183] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-29T20:30:38.237454] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-29T20:30:38.237604] [INFO ] [sig       ] REX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:38.393787] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/REX.txt
[2025-12-29T20:30:38.394145] [INFO ] [sig       ] [2689/3546] Completed REX in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-29T20:30:38.394183] [INFO ] [sig       ] [2690/3546] Forecasting REYN...
[2025-12-29T20:30:38.394213] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-29T20:30:38.394251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-29T20:30:38.406901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-29T20:30:38.407210] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-29T20:30:38.408253] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-29T20:30:38.408308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:38.408340] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:38.408366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:38.408424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:38.468599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:38.469369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:38.469454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:38.469496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:38.588063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:38.588222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:38.588263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:38.588292] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:38.592042] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=30.99%)
[2025-12-29T20:30:38.592312] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-29T20:30:38.592439] [INFO ] [sig       ] REYN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:38.735416] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/REYN.txt
[2025-12-29T20:30:38.735593] [INFO ] [sig       ] [2690/3546] Completed REYN in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-29T20:30:38.735634] [INFO ] [sig       ] [2691/3546] Forecasting REZI...
[2025-12-29T20:30:38.735665] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-29T20:30:38.735694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-29T20:30:38.747121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-29T20:30:38.747466] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-29T20:30:38.748279] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-29T20:30:38.748331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:38.748363] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:38.748389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:38.748446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:38.806272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:38.807165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:38.807259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:38.807292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:38.927031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:38.927189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:38.927228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:38.927255] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:38.930702] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2025-12-29T20:30:38.930987] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-29T20:30:38.931118] [INFO ] [sig       ] REZI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:39.077122] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/REZI.txt
[2025-12-29T20:30:39.077360] [INFO ] [sig       ] [2691/3546] Completed REZI in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-29T20:30:39.077419] [INFO ] [sig       ] [2692/3546] Forecasting RF...
[2025-12-29T20:30:39.077460] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-29T20:30:39.077503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-29T20:30:39.089649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-29T20:30:39.090008] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-29T20:30:39.090862] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-29T20:30:39.090916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:39.090949] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:39.090976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:39.091035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:39.150460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:39.151412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:39.151506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:39.151539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:39.275631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:39.275785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:39.275825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:39.275872] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:39.279303] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-29T20:30:39.279680] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-29T20:30:39.279864] [INFO ] [sig       ] RF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:39.419527] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RF.txt
[2025-12-29T20:30:39.419705] [INFO ] [sig       ] [2692/3546] Completed RF in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:39.419748] [INFO ] [sig       ] [2693/3546] Forecasting RFI...
[2025-12-29T20:30:39.419777] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-29T20:30:39.419810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-29T20:30:39.433132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-29T20:30:39.433463] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-29T20:30:39.434636] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-29T20:30:39.434701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:39.434732] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:39.434760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:39.435002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:39.493928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:39.494691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:39.494775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:39.494809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:39.610664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:39.610810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:39.610850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:39.610878] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:39.614323] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-29T20:30:39.614619] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-29T20:30:39.614747] [INFO ] [sig       ] RFI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:39.757800] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RFI.txt
[2025-12-29T20:30:39.757942] [INFO ] [sig       ] [2693/3546] Completed RFI in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:39.757981] [INFO ] [sig       ] [2694/3546] Forecasting RFL...
[2025-12-29T20:30:39.758010] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-29T20:30:39.758040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-29T20:30:39.770177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-29T20:30:39.770474] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-29T20:30:39.771281] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-29T20:30:39.771333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:39.771365] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:39.771392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:39.771450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:39.832005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:39.832691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:39.832773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:39.832819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:39.951332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:39.951480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:39.951518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:39.951546] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:39.955231] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-29T20:30:39.955501] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-29T20:30:39.955644] [INFO ] [sig       ] RFL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:40.102825] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RFL.txt
[2025-12-29T20:30:40.102983] [INFO ] [sig       ] [2694/3546] Completed RFL in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:40.103023] [INFO ] [sig       ] [2695/3546] Forecasting RFM...
[2025-12-29T20:30:40.103052] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-29T20:30:40.103081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-29T20:30:40.114392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-29T20:30:40.114706] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-29T20:30:40.115542] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-29T20:30:40.115621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:40.115679] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:40.115708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:40.115769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:40.177415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:40.178240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:40.178324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:40.178358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:40.286666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:40.286824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:40.287061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:40.287090] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:40.291127] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-29T20:30:40.291414] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-29T20:30:40.291542] [INFO ] [sig       ] RFM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:40.434815] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RFM.txt
[2025-12-29T20:30:40.434965] [INFO ] [sig       ] [2695/3546] Completed RFM in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:40.435006] [INFO ] [sig       ] [2696/3546] Forecasting RFMZ...
[2025-12-29T20:30:40.435036] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-29T20:30:40.435065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-29T20:30:40.447613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-29T20:30:40.448017] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-29T20:30:40.448923] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-29T20:30:40.448981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:40.449013] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:40.449039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:40.449110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:40.508253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:40.509367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:40.509454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:40.509489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:40.641118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:40.641286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:40.641334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:40.641364] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:40.645207] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-29T20:30:40.645530] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-29T20:30:40.645697] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:40.798506] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RFMZ.txt
[2025-12-29T20:30:40.798694] [INFO ] [sig       ] [2696/3546] Completed RFMZ in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:40.798738] [INFO ] [sig       ] [2697/3546] Forecasting RGA...
[2025-12-29T20:30:40.798823] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-29T20:30:40.798875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-29T20:30:40.821463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-29T20:30:40.821874] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-29T20:30:40.822742] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-29T20:30:40.822796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:40.822829] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:40.822856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:40.822914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:40.885255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:40.886368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:40.886461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:40.886494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:41.010036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:41.010195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:41.010236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:41.010265] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:41.013824] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-29T20:30:41.014145] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-29T20:30:41.014289] [INFO ] [sig       ] RGA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:41.161275] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RGA.txt
[2025-12-29T20:30:41.161436] [INFO ] [sig       ] [2697/3546] Completed RGA in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:41.161476] [INFO ] [sig       ] [2698/3546] Forecasting RGCO...
[2025-12-29T20:30:41.161505] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-29T20:30:41.161536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-29T20:30:41.173793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-29T20:30:41.174230] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-29T20:30:41.175171] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-29T20:30:41.175239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:41.175272] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:41.175299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:41.175357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:41.237361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:41.238270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:41.238374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:41.238421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:41.348600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:41.348800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:41.348854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:41.348931] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:41.353451] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=31.83%)
[2025-12-29T20:30:41.353917] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-29T20:30:41.354100] [INFO ] [sig       ] RGCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:41.497189] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RGCO.txt
[2025-12-29T20:30:41.497362] [INFO ] [sig       ] [2698/3546] Completed RGCO in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:41.497407] [INFO ] [sig       ] [2699/3546] Forecasting RGEN...
[2025-12-29T20:30:41.497437] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-29T20:30:41.497469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-29T20:30:41.511335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-29T20:30:41.511795] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-29T20:30:41.512674] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-29T20:30:41.512920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:41.512963] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:41.513001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:41.513072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:41.571221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:41.572252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:41.572347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:41.572381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:41.694682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:41.694840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:41.694882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:41.694923] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:41.698643] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: UP (p=57.06%)
[2025-12-29T20:30:41.698988] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-29T20:30:41.699131] [INFO ] [sig       ] RGEN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:41.876005] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RGEN.txt
[2025-12-29T20:30:41.876150] [INFO ] [sig       ] [2699/3546] Completed RGEN in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:41.876188] [INFO ] [sig       ] [2700/3546] Forecasting RGLD...
[2025-12-29T20:30:41.876219] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-29T20:30:41.876249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-29T20:30:41.888056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-29T20:30:41.888421] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-29T20:30:41.889339] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-29T20:30:41.889394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:41.889426] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:41.889452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:41.889511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:41.953102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:41.954090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:41.954197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:41.954240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:42.081046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:42.081206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:42.081248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:42.081278] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:42.084852] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-29T20:30:42.085127] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-29T20:30:42.085259] [INFO ] [sig       ] RGLD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:42.245489] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RGLD.txt
[2025-12-29T20:30:42.245720] [INFO ] [sig       ] [2700/3546] Completed RGLD in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:42.245792] [INFO ] [sig       ] [2701/3546] Forecasting RGNX...
[2025-12-29T20:30:42.245845] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-29T20:30:42.245898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-29T20:30:42.258063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-29T20:30:42.258448] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-29T20:30:42.259317] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-29T20:30:42.259371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:42.259404] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:42.259431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:42.259489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:42.317872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:42.318836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:42.318934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:42.318968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:42.448543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:42.448717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:42.448758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:42.448817] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:42.452245] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-29T20:30:42.452540] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-29T20:30:42.452694] [INFO ] [sig       ] RGNX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:42.600896] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RGNX.txt
[2025-12-29T20:30:42.601214] [INFO ] [sig       ] [2701/3546] Completed RGNX in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:42.601280] [INFO ] [sig       ] [2702/3546] Forecasting RGP...
[2025-12-29T20:30:42.601317] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-29T20:30:42.601349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-29T20:30:42.613948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-29T20:30:42.614432] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-29T20:30:42.615622] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-29T20:30:42.615685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:42.615727] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:42.615760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:42.615823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:42.675878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:42.676894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:42.676998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:42.677044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:42.806454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:42.806631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:42.806673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:42.806703] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:42.810259] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2025-12-29T20:30:42.810591] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-29T20:30:42.810734] [INFO ] [sig       ] RGP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:42.958449] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RGP.txt
[2025-12-29T20:30:42.958634] [INFO ] [sig       ] [2702/3546] Completed RGP in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-29T20:30:42.958679] [INFO ] [sig       ] [2703/3546] Forecasting RGS...
[2025-12-29T20:30:42.958723] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-29T20:30:42.958799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-29T20:30:42.970062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-29T20:30:42.970453] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-29T20:30:42.971286] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-29T20:30:42.971340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:42.971371] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:42.971397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:42.971455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:43.034962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:43.035869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:43.035960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:43.035995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:43.156929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:43.157088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:43.157126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:43.157153] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:43.161201] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-29T20:30:43.161496] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-29T20:30:43.161642] [INFO ] [sig       ] RGS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:43.315149] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RGS.txt
[2025-12-29T20:30:43.315317] [INFO ] [sig       ] [2703/3546] Completed RGS in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-29T20:30:43.315367] [INFO ] [sig       ] [2704/3546] Forecasting RGTI...
[2025-12-29T20:30:43.315397] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-29T20:30:43.315426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-29T20:30:43.328299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-29T20:30:43.328713] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-29T20:30:43.329616] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-29T20:30:43.329673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:43.329706] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:43.329733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:43.329794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:43.392742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:43.393652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:43.393739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:43.393774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:43.524459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:43.524631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:43.524673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:43.524701] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:43.528091] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-29T20:30:43.528367] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-29T20:30:43.528494] [INFO ] [sig       ] RGTI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:43.667855] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RGTI.txt
[2025-12-29T20:30:43.667996] [INFO ] [sig       ] [2704/3546] Completed RGTI in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-29T20:30:43.668036] [INFO ] [sig       ] [2705/3546] Forecasting RH...
[2025-12-29T20:30:43.668064] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-29T20:30:43.668093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-29T20:30:43.679457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-29T20:30:43.679783] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-29T20:30:43.680560] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-29T20:30:43.680633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:43.680664] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:43.680692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:43.680749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:43.736867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:43.737509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:43.737630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:43.737664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:43.859325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:43.859491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:43.859530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:43.859558] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:43.862884] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=43.55%)
[2025-12-29T20:30:43.863151] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-29T20:30:43.863275] [INFO ] [sig       ] RH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:44.005331] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RH.txt
[2025-12-29T20:30:44.005465] [INFO ] [sig       ] [2705/3546] Completed RH in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-29T20:30:44.005504] [INFO ] [sig       ] [2706/3546] Forecasting RHI...
[2025-12-29T20:30:44.005533] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-29T20:30:44.005562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-29T20:30:44.017208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-29T20:30:44.017480] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-29T20:30:44.018276] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-29T20:30:44.018329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:44.018361] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:44.018387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:44.018446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:44.080769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:44.081502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:44.081597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:44.081633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:44.206417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:44.206586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:44.206628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:44.206657] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:44.210062] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-29T20:30:44.210351] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-29T20:30:44.210484] [INFO ] [sig       ] RHI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:44.367659] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RHI.txt
[2025-12-29T20:30:44.367819] [INFO ] [sig       ] [2706/3546] Completed RHI in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-29T20:30:44.367861] [INFO ] [sig       ] [2707/3546] Forecasting RHP...
[2025-12-29T20:30:44.367889] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-29T20:30:44.367918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-29T20:30:44.381834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-29T20:30:44.382202] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-29T20:30:44.383213] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-29T20:30:44.383266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:44.383296] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:44.383322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:44.383390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:44.440782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:44.441669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:44.441758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:44.441789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:44.564774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:44.564942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:44.564980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:44.565007] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:44.568654] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-12-29T20:30:44.569039] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-29T20:30:44.569184] [INFO ] [sig       ] RHP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:44.713872] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RHP.txt
[2025-12-29T20:30:44.714028] [INFO ] [sig       ] [2707/3546] Completed RHP in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-29T20:30:44.714070] [INFO ] [sig       ] [2708/3546] Forecasting RIG...
[2025-12-29T20:30:44.714099] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-29T20:30:44.714129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-29T20:30:44.726301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-29T20:30:44.726699] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-29T20:30:44.727746] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-29T20:30:44.727799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:44.727831] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:44.727857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:44.727914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:44.785532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:44.786408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:44.786491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:44.786523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:44.909817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:44.909975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:44.910013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:44.910043] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:44.913532] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-29T20:30:44.913834] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-29T20:30:44.913963] [INFO ] [sig       ] RIG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:45.055221] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RIG.txt
[2025-12-29T20:30:45.055426] [INFO ] [sig       ] [2708/3546] Completed RIG in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-29T20:30:45.055468] [INFO ] [sig       ] [2709/3546] Forecasting RIGL...
[2025-12-29T20:30:45.055496] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-29T20:30:45.055525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-29T20:30:45.067179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-29T20:30:45.067535] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-29T20:30:45.068558] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-29T20:30:45.068629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:45.068672] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:45.068699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:45.068756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:45.128966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:45.129848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:45.129931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:45.129963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:45.260617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:45.260781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:45.260820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:45.260851] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:45.264330] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-12-29T20:30:45.264676] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-29T20:30:45.264819] [INFO ] [sig       ] RIGL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:45.421986] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RIGL.txt
[2025-12-29T20:30:45.422228] [INFO ] [sig       ] [2709/3546] Completed RIGL in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:45.422296] [INFO ] [sig       ] [2710/3546] Forecasting RILY...
[2025-12-29T20:30:45.422348] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-29T20:30:45.422402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-29T20:30:45.438920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-29T20:30:45.439445] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-29T20:30:45.440727] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-29T20:30:45.440801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:45.440853] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:45.440902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:45.440998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:45.522033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:45.523328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:45.523442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:45.523493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:45.662786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:45.662980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:45.663048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:45.663099] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:45.668882] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2025-12-29T20:30:45.669426] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-29T20:30:45.669658] [INFO ] [sig       ] RILY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:45.865852] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RILY.txt
[2025-12-29T20:30:45.866082] [INFO ] [sig       ] [2710/3546] Completed RILY in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:45.866137] [INFO ] [sig       ] [2711/3546] Forecasting RILYN...
[2025-12-29T20:30:45.866177] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-29T20:30:45.866219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-29T20:30:45.882993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-29T20:30:45.883531] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-29T20:30:45.884919] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-29T20:30:45.884994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:45.885045] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:45.885092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:45.885187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:45.964919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:45.966093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:45.966225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:45.966278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:46.114733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:46.114915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:46.114963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:46.114993] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:46.118897] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-12-29T20:30:46.119336] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-29T20:30:46.119527] [INFO ] [sig       ] RILYN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:46.333988] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RILYN.txt
[2025-12-29T20:30:46.334206] [INFO ] [sig       ] [2711/3546] Completed RILYN in 0.5s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:46.334255] [INFO ] [sig       ] [2712/3546] Forecasting RILYZ...
[2025-12-29T20:30:46.334289] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-29T20:30:46.334325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-29T20:30:46.349796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-29T20:30:46.350297] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-29T20:30:46.351416] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-29T20:30:46.351484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:46.351568] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:46.351623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:46.351704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:46.427231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:46.428300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:46.428401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:46.428439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:46.591355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:46.591550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:46.591618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:46.591655] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:46.596559] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-12-29T20:30:46.597065] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-29T20:30:46.597262] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:46.792491] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RILYZ.txt
[2025-12-29T20:30:46.792713] [INFO ] [sig       ] [2712/3546] Completed RILYZ in 0.5s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:46.792796] [INFO ] [sig       ] [2713/3546] Forecasting RIME...
[2025-12-29T20:30:46.792833] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-29T20:30:46.792868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-29T20:30:46.805944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-29T20:30:46.806435] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-29T20:30:46.807467] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-29T20:30:46.807530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:46.807564] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:46.807615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:46.807686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:46.867508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:46.868436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:46.868526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:46.868561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:46.989468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:46.989636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:46.989680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:46.989710] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:46.993212] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-12-29T20:30:46.993511] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-29T20:30:46.993673] [INFO ] [sig       ] RIME: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:47.145361] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RIME.txt
[2025-12-29T20:30:47.145520] [INFO ] [sig       ] [2713/3546] Completed RIME in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:47.145559] [INFO ] [sig       ] [2714/3546] Forecasting RING...
[2025-12-29T20:30:47.145610] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-29T20:30:47.145641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-29T20:30:47.157545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-29T20:30:47.157947] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-29T20:30:47.158875] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-29T20:30:47.158930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:47.158964] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:47.158991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:47.159050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:47.218559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:47.219487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:47.219592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:47.219628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:47.345156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:47.345313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:47.345353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:47.345381] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:47.348837] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=89.95%)
[2025-12-29T20:30:47.349144] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-29T20:30:47.349299] [INFO ] [sig       ] RING: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:47.492203] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RING.txt
[2025-12-29T20:30:47.492364] [INFO ] [sig       ] [2714/3546] Completed RING in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:47.492404] [INFO ] [sig       ] [2715/3546] Forecasting RIO...
[2025-12-29T20:30:47.492435] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-29T20:30:47.492465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-29T20:30:47.503847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-29T20:30:47.504235] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-29T20:30:47.505132] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-29T20:30:47.505188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:47.505222] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:47.505252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:47.505312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:47.562769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:47.563614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:47.563695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:47.563728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:47.688679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:47.688844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:47.688885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:47.688943] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:47.692358] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2025-12-29T20:30:47.692650] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-29T20:30:47.692781] [INFO ] [sig       ] RIO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:47.839520] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RIO.txt
[2025-12-29T20:30:47.839689] [INFO ] [sig       ] [2715/3546] Completed RIO in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:47.839731] [INFO ] [sig       ] [2716/3546] Forecasting RITM...
[2025-12-29T20:30:47.839760] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-29T20:30:47.839790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-29T20:30:47.851354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-29T20:30:47.851751] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-29T20:30:47.852551] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-29T20:30:47.852620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:47.852653] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:47.852680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:47.852738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:47.909559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:47.910444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:47.910525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:47.910557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:48.028973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:48.029139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:48.029197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:48.029226] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:48.032677] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-12-29T20:30:48.032996] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-29T20:30:48.033136] [INFO ] [sig       ] RITM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:48.174858] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RITM.txt
[2025-12-29T20:30:48.175037] [INFO ] [sig       ] [2716/3546] Completed RITM in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:48.175077] [INFO ] [sig       ] [2717/3546] Forecasting RIVN...
[2025-12-29T20:30:48.175108] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-29T20:30:48.175138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-29T20:30:48.186589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-29T20:30:48.186931] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-29T20:30:48.187798] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-29T20:30:48.187853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:48.187886] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:48.187914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:48.187975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:48.247840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:48.248697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:48.248802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:48.248836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:48.372637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:48.372792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:48.372831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:48.372860] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:48.376175] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-12-29T20:30:48.376449] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-29T20:30:48.376593] [INFO ] [sig       ] RIVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:48.531432] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RIVN.txt
[2025-12-29T20:30:48.531642] [INFO ] [sig       ] [2717/3546] Completed RIVN in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:48.531701] [INFO ] [sig       ] [2718/3546] Forecasting RKLB...
[2025-12-29T20:30:48.531737] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-29T20:30:48.531774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-29T20:30:48.544100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-29T20:30:48.544453] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-29T20:30:48.545296] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-29T20:30:48.545349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:48.545381] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:48.545408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:48.545467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:48.622112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:48.623239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:48.623377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:48.623432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:48.747374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:48.747526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:48.747565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:48.747614] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:48.751080] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-29T20:30:48.751365] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-29T20:30:48.751497] [INFO ] [sig       ] RKLB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:48.893698] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RKLB.txt
[2025-12-29T20:30:48.893857] [INFO ] [sig       ] [2718/3546] Completed RKLB in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:48.893898] [INFO ] [sig       ] [2719/3546] Forecasting RL...
[2025-12-29T20:30:48.893926] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-29T20:30:48.893956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-29T20:30:48.906431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-29T20:30:48.906875] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-29T20:30:48.907764] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-29T20:30:48.907819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:48.907851] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:48.907878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:48.907937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:48.969693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:48.970562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:48.970669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:48.970703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:49.093601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:49.093768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:49.093809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:49.093840] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:49.097635] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-29T20:30:49.098007] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-29T20:30:49.098159] [INFO ] [sig       ] RL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:49.247837] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RL.txt
[2025-12-29T20:30:49.248002] [INFO ] [sig       ] [2719/3546] Completed RL in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-29T20:30:49.248044] [INFO ] [sig       ] [2720/3546] Forecasting RLAY...
[2025-12-29T20:30:49.248072] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-29T20:30:49.248101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-29T20:30:49.259683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-29T20:30:49.260097] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-29T20:30:49.261007] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-29T20:30:49.261249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:49.261293] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:49.261320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:49.261377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:49.318784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:49.319708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:49.319803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:49.319842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:49.451204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:49.451365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:49.451405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:49.451432] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:49.455482] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-29T20:30:49.456098] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-29T20:30:49.456247] [INFO ] [sig       ] RLAY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:49.605170] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RLAY.txt
[2025-12-29T20:30:49.605332] [INFO ] [sig       ] [2720/3546] Completed RLAY in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-29T20:30:49.605370] [INFO ] [sig       ] [2721/3546] Forecasting RLI...
[2025-12-29T20:30:49.605399] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-29T20:30:49.605430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-29T20:30:49.617438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-29T20:30:49.617855] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-29T20:30:49.618903] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-29T20:30:49.618956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:49.618988] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:49.619015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:49.619072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:49.677818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:49.678719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:49.678828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:49.678863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:49.799611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:49.799763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:49.799802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:49.799831] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:49.803400] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-29T20:30:49.803699] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-29T20:30:49.803853] [INFO ] [sig       ] RLI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:49.946212] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RLI.txt
[2025-12-29T20:30:49.946360] [INFO ] [sig       ] [2721/3546] Completed RLI in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-29T20:30:49.946401] [INFO ] [sig       ] [2722/3546] Forecasting RLJ...
[2025-12-29T20:30:49.946432] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-29T20:30:49.946462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-29T20:30:49.957867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-29T20:30:49.958222] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-29T20:30:49.959135] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-29T20:30:49.959188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:49.959220] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:49.959249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:49.959306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:50.018184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:50.019199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:50.019321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:50.019356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:50.138658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:50.138842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:50.138883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:50.138911] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:50.142492] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-29T20:30:50.142785] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-29T20:30:50.142918] [INFO ] [sig       ] RLJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:50.299784] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RLJ.txt
[2025-12-29T20:30:50.300079] [INFO ] [sig       ] [2722/3546] Completed RLJ in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-29T20:30:50.300122] [INFO ] [sig       ] [2723/3546] Forecasting RLMD...
[2025-12-29T20:30:50.300153] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-29T20:30:50.300183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-29T20:30:50.312366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-29T20:30:50.312737] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-29T20:30:50.313653] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-29T20:30:50.313718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:50.313755] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:50.313783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:50.313853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:50.376047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:50.377172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:50.377291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:50.377347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:50.513293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:50.513458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:50.513499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:50.513527] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:50.517834] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-12-29T20:30:50.518144] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-29T20:30:50.518288] [INFO ] [sig       ] RLMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:50.672909] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RLMD.txt
[2025-12-29T20:30:50.673046] [INFO ] [sig       ] [2723/3546] Completed RLMD in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-29T20:30:50.673276] [INFO ] [sig       ] [2724/3546] Forecasting RLTY...
[2025-12-29T20:30:50.673311] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-29T20:30:50.673342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-29T20:30:50.686783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-29T20:30:50.687291] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-29T20:30:50.688118] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-29T20:30:50.688171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:50.688202] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:50.688228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:50.688285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:50.747756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:50.748676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:50.748783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:50.748820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:50.868583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:50.868739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:50.868796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:50.868825] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:50.872149] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-29T20:30:50.872421] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-29T20:30:50.872548] [INFO ] [sig       ] RLTY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:51.013278] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RLTY.txt
[2025-12-29T20:30:51.013431] [INFO ] [sig       ] [2724/3546] Completed RLTY in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-29T20:30:51.013480] [INFO ] [sig       ] [2725/3546] Forecasting RLX...
[2025-12-29T20:30:51.013512] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-29T20:30:51.013542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-29T20:30:51.026287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-29T20:30:51.026656] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-29T20:30:51.027500] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-29T20:30:51.027554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:51.027608] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:51.027645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:51.027714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:51.090598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:51.091543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:51.091643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:51.091677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:51.214340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:51.214488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:51.214526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:51.214555] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:51.217905] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-29T20:30:51.218182] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-29T20:30:51.218312] [INFO ] [sig       ] RLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:51.371544] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RLX.txt
[2025-12-29T20:30:51.371730] [INFO ] [sig       ] [2725/3546] Completed RLX in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-29T20:30:51.371782] [INFO ] [sig       ] [2726/3546] Forecasting RM...
[2025-12-29T20:30:51.371831] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-29T20:30:51.371870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-29T20:30:51.383556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-29T20:30:51.383901] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-29T20:30:51.384817] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-29T20:30:51.384878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:51.384919] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:51.384948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:51.385007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:51.451562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:51.452478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:51.452590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:51.452626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:51.582065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:51.582246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:51.582288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:51.582318] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:51.586059] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-12-29T20:30:51.586564] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-29T20:30:51.586727] [INFO ] [sig       ] RM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:51.737876] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RM.txt
[2025-12-29T20:30:51.738028] [INFO ] [sig       ] [2726/3546] Completed RM in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-29T20:30:51.738074] [INFO ] [sig       ] [2727/3546] Forecasting RMAX...
[2025-12-29T20:30:51.738106] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-29T20:30:51.738136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-29T20:30:51.750438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-29T20:30:51.750785] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-29T20:30:51.751631] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-29T20:30:51.751684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:51.751717] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:51.751750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:51.751820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:51.811907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:51.812845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:51.812940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:51.812973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:51.928437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:51.928610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:51.928651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:51.928679] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:51.932044] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2025-12-29T20:30:51.932315] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-29T20:30:51.932440] [INFO ] [sig       ] RMAX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:52.072441] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RMAX.txt
[2025-12-29T20:30:52.072586] [INFO ] [sig       ] [2727/3546] Completed RMAX in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:52.072628] [INFO ] [sig       ] [2728/3546] Forecasting RMBI...
[2025-12-29T20:30:52.072657] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-29T20:30:52.072685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-29T20:30:52.085037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-29T20:30:52.085349] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-29T20:30:52.086279] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-29T20:30:52.086331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:52.086362] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:52.086387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:52.086444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:52.142368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:52.143179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:52.143259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:52.143292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:52.249673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:52.249829] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:30:52.249869] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:52.249899] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:52.253604] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-12-29T20:30:52.253879] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-29T20:30:52.254009] [INFO ] [sig       ] RMBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:52.397618] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RMBI.txt
[2025-12-29T20:30:52.397792] [INFO ] [sig       ] [2728/3546] Completed RMBI in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:52.397837] [INFO ] [sig       ] [2729/3546] Forecasting RMBS...
[2025-12-29T20:30:52.397868] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-29T20:30:52.397897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-29T20:30:52.409781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-29T20:30:52.410108] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-29T20:30:52.410949] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-29T20:30:52.411002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:52.411062] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:52.411090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:52.411148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:52.468960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:52.469884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:52.469966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:52.470187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:52.584187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:52.584340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:52.584378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:52.584406] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:52.587785] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-12-29T20:30:52.588059] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-29T20:30:52.588187] [INFO ] [sig       ] RMBS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:52.729076] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RMBS.txt
[2025-12-29T20:30:52.729217] [INFO ] [sig       ] [2729/3546] Completed RMBS in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:52.729259] [INFO ] [sig       ] [2730/3546] Forecasting RMD...
[2025-12-29T20:30:52.729288] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-29T20:30:52.729317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-29T20:30:52.740447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-29T20:30:52.740774] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-29T20:30:52.741590] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-29T20:30:52.741643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:52.741695] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:52.741723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:52.741781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:52.799069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:52.799781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:52.799862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:52.799901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:52.923838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:52.923994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:52.924033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:52.924062] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:52.927593] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-12-29T20:30:52.927867] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-29T20:30:52.927994] [INFO ] [sig       ] RMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:53.071298] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RMD.txt
[2025-12-29T20:30:53.071438] [INFO ] [sig       ] [2730/3546] Completed RMD in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:53.071478] [INFO ] [sig       ] [2731/3546] Forecasting RMI...
[2025-12-29T20:30:53.071507] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-29T20:30:53.071536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-29T20:30:53.082876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-29T20:30:53.083172] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-29T20:30:53.083984] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-29T20:30:53.084036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:53.084067] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:53.084094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:53.084161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:53.141587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:53.142297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:53.142376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:53.142408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:53.254631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:53.254786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:53.254825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:53.254858] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:53.258299] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-29T20:30:53.258583] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-29T20:30:53.258711] [INFO ] [sig       ] RMI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:53.402028] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RMI.txt
[2025-12-29T20:30:53.402175] [INFO ] [sig       ] [2731/3546] Completed RMI in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:53.402214] [INFO ] [sig       ] [2732/3546] Forecasting RMM...
[2025-12-29T20:30:53.402242] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-29T20:30:53.402272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-29T20:30:53.413609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-29T20:30:53.413923] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-29T20:30:53.414725] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-29T20:30:53.414777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:53.414808] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:53.414834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:53.414892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:53.473741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:53.474426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:53.474507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:53.474540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:53.603353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:53.603519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:53.603587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:53.603661] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:53.607801] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-29T20:30:53.608100] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-29T20:30:53.608425] [INFO ] [sig       ] RMM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:53.758017] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RMM.txt
[2025-12-29T20:30:53.758148] [INFO ] [sig       ] [2732/3546] Completed RMM in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:53.758187] [INFO ] [sig       ] [2733/3546] Forecasting RMMZ...
[2025-12-29T20:30:53.758216] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-29T20:30:53.758244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-29T20:30:53.769982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-29T20:30:53.770483] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-29T20:30:53.771543] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-29T20:30:53.771626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:53.771661] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:53.771688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:53.771746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:53.832936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:53.833753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:53.833834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:53.833867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:53.944225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:53.944374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:53.944413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:53.944440] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:53.947806] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-29T20:30:53.948105] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-29T20:30:53.948230] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:54.090683] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RMMZ.txt
[2025-12-29T20:30:54.090836] [INFO ] [sig       ] [2733/3546] Completed RMMZ in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:54.090876] [INFO ] [sig       ] [2734/3546] Forecasting RMNI...
[2025-12-29T20:30:54.090904] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-29T20:30:54.090933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-29T20:30:54.103689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-29T20:30:54.104019] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-29T20:30:54.104858] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-29T20:30:54.104911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:54.104951] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:54.104990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:54.105051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:54.165379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:54.166240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:54.166324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:54.166356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:54.292661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:54.292824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:54.292863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:54.292891] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:54.296452] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-29T20:30:54.296771] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-29T20:30:54.296917] [INFO ] [sig       ] RMNI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:54.442231] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RMNI.txt
[2025-12-29T20:30:54.442391] [INFO ] [sig       ] [2734/3546] Completed RMNI in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:54.442432] [INFO ] [sig       ] [2735/3546] Forecasting RNA...
[2025-12-29T20:30:54.442461] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-29T20:30:54.442493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-29T20:30:54.455403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-29T20:30:54.455785] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-29T20:30:54.456686] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-29T20:30:54.456739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:54.456770] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:54.456798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:54.456856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:54.516406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:54.517256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:54.517339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:54.517372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:54.635667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:54.635826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:54.635866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:54.635895] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:54.639273] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-29T20:30:54.639551] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-29T20:30:54.639756] [INFO ] [sig       ] RNA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:54.778117] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RNA.txt
[2025-12-29T20:30:54.778274] [INFO ] [sig       ] [2735/3546] Completed RNA in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:54.778335] [INFO ] [sig       ] [2736/3546] Forecasting RNAC...
[2025-12-29T20:30:54.778369] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-29T20:30:54.778398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-29T20:30:54.789654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-29T20:30:54.789992] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-29T20:30:54.790822] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-29T20:30:54.790875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:54.790908] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:54.790936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:54.790995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:54.848203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:54.849117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:54.849210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:54.849242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:54.966849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:54.967008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:54.967048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:54.967077] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:54.970611] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-29T20:30:54.970898] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-29T20:30:54.971032] [INFO ] [sig       ] RNAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:55.110053] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RNAC.txt
[2025-12-29T20:30:55.110210] [INFO ] [sig       ] [2736/3546] Completed RNAC in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-29T20:30:55.110256] [INFO ] [sig       ] [2737/3546] Forecasting RNAZ...
[2025-12-29T20:30:55.110287] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-29T20:30:55.110316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-29T20:30:55.121331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-29T20:30:55.121691] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-29T20:30:55.122493] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-29T20:30:55.122547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:55.122606] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:55.122642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:55.122712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:55.179524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:55.180398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:55.180482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:55.180513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:55.307130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:55.307282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:55.307321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:55.307349] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:55.310903] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-29T20:30:55.311172] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-29T20:30:55.311297] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:55.450983] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RNAZ.txt
[2025-12-29T20:30:55.451135] [INFO ] [sig       ] [2737/3546] Completed RNAZ in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-29T20:30:55.451174] [INFO ] [sig       ] [2738/3546] Forecasting RNG...
[2025-12-29T20:30:55.451203] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-29T20:30:55.451231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-29T20:30:55.462740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-29T20:30:55.463094] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-29T20:30:55.463934] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-29T20:30:55.463987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:55.464018] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:55.464045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:55.464104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:55.521645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:55.522502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:55.522604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:55.522639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:55.640838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:55.640994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:55.641034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:55.641064] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:55.644402] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=59.66%)
[2025-12-29T20:30:55.644715] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-29T20:30:55.644842] [INFO ] [sig       ] RNG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:55.786349] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RNG.txt
[2025-12-29T20:30:55.786505] [INFO ] [sig       ] [2738/3546] Completed RNG in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-29T20:30:55.786546] [INFO ] [sig       ] [2739/3546] Forecasting RNP...
[2025-12-29T20:30:55.786595] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-29T20:30:55.786628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-29T20:30:55.799319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-29T20:30:55.799724] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-29T20:30:55.800791] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-29T20:30:55.800845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:55.800876] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:55.800905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:55.800964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:55.860484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:55.861358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:55.861494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:55.861545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:55.981810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:55.981970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:55.982010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:55.982040] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:55.985554] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=77.45%)
[2025-12-29T20:30:55.985863] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-29T20:30:55.985993] [INFO ] [sig       ] RNP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:56.130439] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RNP.txt
[2025-12-29T20:30:56.130609] [INFO ] [sig       ] [2739/3546] Completed RNP in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-29T20:30:56.130651] [INFO ] [sig       ] [2740/3546] Forecasting ROAD...
[2025-12-29T20:30:56.130682] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-29T20:30:56.130711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-29T20:30:56.143115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-29T20:30:56.143450] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-29T20:30:56.144294] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-29T20:30:56.144347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:56.144378] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:56.144404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:56.144462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:56.203629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:56.204516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:56.204619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:56.204656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:56.334378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:56.334550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:56.334639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:56.334671] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:56.338088] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-29T20:30:56.338361] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-29T20:30:56.338488] [INFO ] [sig       ] ROAD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:56.481217] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ROAD.txt
[2025-12-29T20:30:56.481369] [INFO ] [sig       ] [2740/3546] Completed ROAD in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-29T20:30:56.481408] [INFO ] [sig       ] [2741/3546] Forecasting ROCK...
[2025-12-29T20:30:56.481437] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-29T20:30:56.481466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-29T20:30:56.492409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-29T20:30:56.492783] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-29T20:30:56.493607] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-29T20:30:56.493660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:56.493692] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:56.493719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:56.493777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:56.550718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:56.551569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:56.551668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:56.551700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:56.671665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:56.671822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:56.671861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:56.671890] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:56.675270] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-29T20:30:56.675554] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-29T20:30:56.675704] [INFO ] [sig       ] ROCK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:56.817293] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ROCK.txt
[2025-12-29T20:30:56.817449] [INFO ] [sig       ] [2741/3546] Completed ROCK in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-29T20:30:56.817489] [INFO ] [sig       ] [2742/3546] Forecasting ROE...
[2025-12-29T20:30:56.817518] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-29T20:30:56.817547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-29T20:30:56.829739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-29T20:30:56.830285] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-29T20:30:56.831161] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-29T20:30:56.831217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:56.831250] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:56.831278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:56.831337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:56.893615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:56.894697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:56.894782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:56.894816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:57.022407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:57.022565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:57.022627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:57.022661] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:57.026534] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=65.00%)
[2025-12-29T20:30:57.026840] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-29T20:30:57.026978] [INFO ] [sig       ] ROE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:57.178681] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ROE.txt
[2025-12-29T20:30:57.178951] [INFO ] [sig       ] [2742/3546] Completed ROE in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-29T20:30:57.179011] [INFO ] [sig       ] [2743/3546] Forecasting ROP...
[2025-12-29T20:30:57.179055] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-29T20:30:57.179099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-29T20:30:57.191720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-29T20:30:57.192117] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-29T20:30:57.192981] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-29T20:30:57.193037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:57.193069] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:57.193097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:57.193157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:57.271301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:57.272349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:57.272453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:57.272499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:57.403035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:57.403389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:57.403430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:57.403460] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:57.406920] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-29T20:30:57.407209] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-29T20:30:57.407341] [INFO ] [sig       ] ROP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:57.556426] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ROP.txt
[2025-12-29T20:30:57.556595] [INFO ] [sig       ] [2743/3546] Completed ROP in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-29T20:30:57.556645] [INFO ] [sig       ] [2744/3546] Forecasting RPAY...
[2025-12-29T20:30:57.556676] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-29T20:30:57.556715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-29T20:30:57.567493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-29T20:30:57.567843] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-29T20:30:57.568699] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-29T20:30:57.568754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:57.568823] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:57.568854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:57.568913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:57.629523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:57.630216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:57.630297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:57.630331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:57.768118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:57.768271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:57.768311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:57.768338] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:57.771797] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-29T20:30:57.772073] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-29T20:30:57.772208] [INFO ] [sig       ] RPAY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:57.918363] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RPAY.txt
[2025-12-29T20:30:57.918518] [INFO ] [sig       ] [2744/3546] Completed RPAY in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:30:57.918584] [INFO ] [sig       ] [2745/3546] Forecasting RPD...
[2025-12-29T20:30:57.918619] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-29T20:30:57.918648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-29T20:30:57.930663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-29T20:30:57.931050] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-29T20:30:57.931938] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-29T20:30:57.931994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:57.932028] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:57.932056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:57.932115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:57.993356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:57.994432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:57.994518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:57.994552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:58.126564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:58.126732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:58.126775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:58.126805] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:58.130428] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-29T20:30:58.130717] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-29T20:30:58.130845] [INFO ] [sig       ] RPD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:58.278685] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RPD.txt
[2025-12-29T20:30:58.278855] [INFO ] [sig       ] [2745/3546] Completed RPD in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:30:58.278897] [INFO ] [sig       ] [2746/3546] Forecasting RPID...
[2025-12-29T20:30:58.278931] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-29T20:30:58.278963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-29T20:30:58.290183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-29T20:30:58.290520] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-29T20:30:58.291480] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-29T20:30:58.291534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:58.291620] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:58.291664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:58.291748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:58.348060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:58.348732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:58.348823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:58.348857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:58.465961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:58.466119] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:30:58.466158] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:58.466187] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:58.469601] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-29T20:30:58.469917] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-29T20:30:58.470053] [INFO ] [sig       ] RPID: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:58.616292] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RPID.txt
[2025-12-29T20:30:58.616430] [INFO ] [sig       ] [2746/3546] Completed RPID in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:30:58.616471] [INFO ] [sig       ] [2747/3546] Forecasting RPRX...
[2025-12-29T20:30:58.616500] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-29T20:30:58.616530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-29T20:30:58.627195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-29T20:30:58.627490] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-29T20:30:58.628288] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-29T20:30:58.628340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:58.628371] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:58.628397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:58.628455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:58.685101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:58.685957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:58.686040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:58.686074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:58.809028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:58.809387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:58.809430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:58.809459] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:58.813069] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=77.60%)
[2025-12-29T20:30:58.813350] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-29T20:30:58.813481] [INFO ] [sig       ] RPRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:30:58.958609] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RPRX.txt
[2025-12-29T20:30:58.958791] [INFO ] [sig       ] [2747/3546] Completed RPRX in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:30:58.958838] [INFO ] [sig       ] [2748/3546] Forecasting RPTX...
[2025-12-29T20:30:58.958878] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-29T20:30:58.958908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-29T20:30:58.971941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-29T20:30:58.972262] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-29T20:30:58.973081] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-29T20:30:58.973137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:58.973172] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:58.973199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:58.973257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:59.032426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:59.033184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:59.033454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:59.033486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:59.151651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:59.151776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:59.151813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:59.151841] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:59.155068] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-29T20:30:59.155332] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-29T20:30:59.155454] [INFO ] [sig       ] RPTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:59.305245] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RPTX.txt
[2025-12-29T20:30:59.305424] [INFO ] [sig       ] [2748/3546] Completed RPTX in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:30:59.305473] [INFO ] [sig       ] [2749/3546] Forecasting RQI...
[2025-12-29T20:30:59.305503] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-29T20:30:59.305534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-29T20:30:59.317519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-29T20:30:59.317817] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-29T20:30:59.318837] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-29T20:30:59.318888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:59.318918] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:59.318944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:59.319004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:59.377198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:59.377830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:59.377908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:59.377940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:59.493309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:59.493456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:59.493494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:59.493554] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:59.496913] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-29T20:30:59.497189] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-29T20:30:59.497317] [INFO ] [sig       ] RQI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:30:59.638748] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RQI.txt
[2025-12-29T20:30:59.638916] [INFO ] [sig       ] [2749/3546] Completed RQI in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:30:59.638955] [INFO ] [sig       ] [2750/3546] Forecasting RRBI...
[2025-12-29T20:30:59.638984] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-29T20:30:59.639013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-29T20:30:59.649865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-29T20:30:59.650231] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-29T20:30:59.651079] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-29T20:30:59.651132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:30:59.651163] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:30:59.651188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:30:59.651245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:30:59.707078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:30:59.707932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:30:59.708015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:30:59.708047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:30:59.820129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:30:59.820281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:30:59.820320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:30:59.820348] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:30:59.823724] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-29T20:30:59.824053] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-29T20:30:59.824227] [INFO ] [sig       ] RRBI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:00.030255] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RRBI.txt
[2025-12-29T20:31:00.030428] [INFO ] [sig       ] [2750/3546] Completed RRBI in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:31:00.030470] [INFO ] [sig       ] [2751/3546] Forecasting RRC...
[2025-12-29T20:31:00.030499] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-29T20:31:00.030528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-29T20:31:00.042505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-29T20:31:00.042945] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-29T20:31:00.043882] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-29T20:31:00.043936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:00.043968] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:00.043994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:00.044053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:00.112215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:00.113233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:00.113349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:00.113396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:00.243037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:00.243208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:00.243260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:00.243310] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:00.246884] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-29T20:31:00.247209] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-29T20:31:00.247354] [INFO ] [sig       ] RRC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:00.400929] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RRC.txt
[2025-12-29T20:31:00.401103] [INFO ] [sig       ] [2751/3546] Completed RRC in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:31:00.401151] [INFO ] [sig       ] [2752/3546] Forecasting RRGB...
[2025-12-29T20:31:00.401184] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-29T20:31:00.401215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-29T20:31:00.415193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-29T20:31:00.415548] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-29T20:31:00.416361] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-29T20:31:00.416414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:00.416445] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:00.416471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:00.416528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:00.474128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:00.474800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:00.474878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:00.474911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:00.595088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:00.595243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:00.595281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:00.595309] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:00.598628] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-12-29T20:31:00.598911] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-29T20:31:00.599033] [INFO ] [sig       ] RRGB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:00.737735] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RRGB.txt
[2025-12-29T20:31:00.737861] [INFO ] [sig       ] [2752/3546] Completed RRGB in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:31:00.737899] [INFO ] [sig       ] [2753/3546] Forecasting RRX...
[2025-12-29T20:31:00.737927] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-29T20:31:00.737955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-29T20:31:00.749939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-29T20:31:00.750228] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-29T20:31:00.751018] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-29T20:31:00.751070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:00.751102] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:00.751129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:00.751187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:00.811384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:00.812266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:00.812350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:00.812397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:00.935166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:00.935323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:00.935364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:00.935392] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:00.939156] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-29T20:31:00.939435] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-29T20:31:00.939564] [INFO ] [sig       ] RRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:01.081617] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RRX.txt
[2025-12-29T20:31:01.081776] [INFO ] [sig       ] [2753/3546] Completed RRX in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-29T20:31:01.081818] [INFO ] [sig       ] [2754/3546] Forecasting RS...
[2025-12-29T20:31:01.081846] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-29T20:31:01.081875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-29T20:31:01.096179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-29T20:31:01.096695] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-29T20:31:01.097874] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-29T20:31:01.097947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:01.097995] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:01.098036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:01.098128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:01.168731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:01.169697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:01.169806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:01.169840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:01.313658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:01.313785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:01.313828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:01.313858] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:01.317976] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=73.70%)
[2025-12-29T20:31:01.318259] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-29T20:31:01.318393] [INFO ] [sig       ] RS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:01.459972] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RS.txt
[2025-12-29T20:31:01.460115] [INFO ] [sig       ] [2754/3546] Completed RS in 0.4s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-29T20:31:01.460156] [INFO ] [sig       ] [2755/3546] Forecasting RSG...
[2025-12-29T20:31:01.460184] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-29T20:31:01.460214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-29T20:31:01.471126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-29T20:31:01.471418] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-29T20:31:01.472231] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-29T20:31:01.472283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:01.472315] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:01.472342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:01.472409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:01.530647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:01.531351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:01.531432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:01.531466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:01.656899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:01.657055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:01.657095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:01.657125] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:01.660630] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-12-29T20:31:01.660909] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-29T20:31:01.661039] [INFO ] [sig       ] RSG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:01.807600] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RSG.txt
[2025-12-29T20:31:01.807754] [INFO ] [sig       ] [2755/3546] Completed RSG in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-29T20:31:01.807810] [INFO ] [sig       ] [2756/3546] Forecasting RSI...
[2025-12-29T20:31:01.807839] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-29T20:31:01.807868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-29T20:31:01.820495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-29T20:31:01.820829] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-29T20:31:01.821667] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-29T20:31:01.821719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:01.821751] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:01.821778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:01.821836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:01.881994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:01.882816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:01.882901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:01.882969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:02.005563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:02.005725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:02.005763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:02.005792] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:02.009127] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=52.82%)
[2025-12-29T20:31:02.009395] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-29T20:31:02.009528] [INFO ] [sig       ] RSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:02.151533] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RSI.txt
[2025-12-29T20:31:02.151689] [INFO ] [sig       ] [2756/3546] Completed RSI in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-29T20:31:02.151732] [INFO ] [sig       ] [2757/3546] Forecasting RSKD...
[2025-12-29T20:31:02.151763] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-29T20:31:02.151795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-29T20:31:02.163491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-29T20:31:02.163834] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-29T20:31:02.164661] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-29T20:31:02.164725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:02.164760] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:02.164792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:02.164865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:02.224870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:02.225751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:02.225832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:02.225869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:02.345604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:02.345764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:02.345804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:02.345833] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:02.349523] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-12-29T20:31:02.349828] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-29T20:31:02.349961] [INFO ] [sig       ] RSKD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:02.493395] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RSKD.txt
[2025-12-29T20:31:02.493590] [INFO ] [sig       ] [2757/3546] Completed RSKD in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-29T20:31:02.493644] [INFO ] [sig       ] [2758/3546] Forecasting RSSS...
[2025-12-29T20:31:02.493675] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-29T20:31:02.493704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-29T20:31:02.504637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-29T20:31:02.504998] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-29T20:31:02.505848] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-29T20:31:02.505902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:02.505934] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:02.505961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:02.506019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:02.565952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:02.566831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:02.566915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:02.566949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:02.692101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:02.692255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:02.692296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:02.692326] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:02.695891] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-29T20:31:02.696167] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-29T20:31:02.696294] [INFO ] [sig       ] RSSS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:02.841354] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RSSS.txt
[2025-12-29T20:31:02.841513] [INFO ] [sig       ] [2758/3546] Completed RSSS in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-29T20:31:02.841552] [INFO ] [sig       ] [2759/3546] Forecasting RTO...
[2025-12-29T20:31:02.841604] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-29T20:31:02.841637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-29T20:31:02.853052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-29T20:31:02.853395] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-29T20:31:02.854280] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-29T20:31:02.854336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:02.854368] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:02.854396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:02.854456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:02.911416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:02.912170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:02.912252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:02.912285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:03.034010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:03.034168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:03.034207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:03.034235] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:03.037595] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-29T20:31:03.037874] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-29T20:31:03.038001] [INFO ] [sig       ] RTO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:03.180423] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RTO.txt
[2025-12-29T20:31:03.180602] [INFO ] [sig       ] [2759/3546] Completed RTO in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-29T20:31:03.180643] [INFO ] [sig       ] [2760/3546] Forecasting RUM...
[2025-12-29T20:31:03.180674] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-29T20:31:03.180702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-29T20:31:03.191854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-29T20:31:03.192145] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-29T20:31:03.192962] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-29T20:31:03.193018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:03.193051] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:03.193081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:03.193141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:03.252371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:03.253122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:03.253209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:03.253242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:03.373220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:03.373380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:03.373421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:03.373450] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:03.376839] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-29T20:31:03.377152] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-29T20:31:03.377288] [INFO ] [sig       ] RUM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:03.523500] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RUM.txt
[2025-12-29T20:31:03.523687] [INFO ] [sig       ] [2760/3546] Completed RUM in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-29T20:31:03.523730] [INFO ] [sig       ] [2761/3546] Forecasting RUN...
[2025-12-29T20:31:03.523759] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-29T20:31:03.523789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-29T20:31:03.535667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-29T20:31:03.536015] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-29T20:31:03.536861] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-29T20:31:03.536915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:03.536946] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:03.536983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:03.537045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:03.608344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:03.609704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:03.609802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:03.609837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:03.737914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:03.738071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:03.738110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:03.738138] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:03.741513] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=58.80%)
[2025-12-29T20:31:03.741806] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-29T20:31:03.741938] [INFO ] [sig       ] RUN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:03.894542] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RUN.txt
[2025-12-29T20:31:03.894726] [INFO ] [sig       ] [2761/3546] Completed RUN in 0.4s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:03.894768] [INFO ] [sig       ] [2762/3546] Forecasting RUNN...
[2025-12-29T20:31:03.894797] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-29T20:31:03.894827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-29T20:31:03.906125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-29T20:31:03.906448] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-29T20:31:03.907283] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-29T20:31:03.907337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:03.907368] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:03.907394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:03.907451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:03.963172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:03.963959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:03.964041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:03.964073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:04.079048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:04.079205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:04.079244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:04.079273] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:04.082718] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-12-29T20:31:04.083026] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-29T20:31:04.083159] [INFO ] [sig       ] RUNN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:04.224079] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RUNN.txt
[2025-12-29T20:31:04.224426] [INFO ] [sig       ] [2762/3546] Completed RUNN in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:04.224466] [INFO ] [sig       ] [2763/3546] Forecasting RUSHA...
[2025-12-29T20:31:04.224496] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-29T20:31:04.224526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-29T20:31:04.236642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-29T20:31:04.236950] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-29T20:31:04.237775] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-29T20:31:04.237828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:04.237894] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:04.237935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:04.238018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:04.295819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:04.296508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:04.296602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:04.296638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:04.422701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:04.422853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:04.422893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:04.422922] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:04.426346] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2025-12-29T20:31:04.426643] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-29T20:31:04.426775] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:04.572204] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RUSHA.txt
[2025-12-29T20:31:04.572355] [INFO ] [sig       ] [2763/3546] Completed RUSHA in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:04.572398] [INFO ] [sig       ] [2764/3546] Forecasting RUSHB...
[2025-12-29T20:31:04.572427] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-29T20:31:04.572457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-29T20:31:04.584543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-29T20:31:04.584884] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-29T20:31:04.585933] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-29T20:31:04.585989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:04.586020] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:04.586047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:04.586106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:04.643142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:04.644119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:04.644203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:04.644235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:04.748105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:04.748506] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:31:04.748547] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:04.748592] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:04.752034] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-29T20:31:04.752325] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-29T20:31:04.752457] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:04.895998] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RUSHB.txt
[2025-12-29T20:31:04.896146] [INFO ] [sig       ] [2764/3546] Completed RUSHB in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:04.896186] [INFO ] [sig       ] [2765/3546] Forecasting RVMD...
[2025-12-29T20:31:04.896215] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-29T20:31:04.896245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-29T20:31:04.907257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-29T20:31:04.907557] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-29T20:31:04.908416] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-29T20:31:04.908468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:04.908501] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:04.908527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:04.908606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:04.966870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:04.967687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:04.967766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:04.967797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:05.089772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:05.089926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:05.089965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:05.089994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:05.093379] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-29T20:31:05.093678] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-29T20:31:05.093806] [INFO ] [sig       ] RVMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:05.233352] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RVMD.txt
[2025-12-29T20:31:05.233479] [INFO ] [sig       ] [2765/3546] Completed RVMD in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:05.233518] [INFO ] [sig       ] [2766/3546] Forecasting RVSB...
[2025-12-29T20:31:05.233547] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-29T20:31:05.233594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-29T20:31:05.247727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-29T20:31:05.248030] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-29T20:31:05.248869] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-29T20:31:05.248923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:05.248954] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:05.248979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:05.249037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:05.305401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:05.306117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:05.306214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:05.306249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:05.426194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:05.426357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:05.426397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:05.426463] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:05.431127] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-29T20:31:05.431432] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-29T20:31:05.431602] [INFO ] [sig       ] RVSB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:05.571985] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RVSB.txt
[2025-12-29T20:31:05.572125] [INFO ] [sig       ] [2766/3546] Completed RVSB in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:05.572165] [INFO ] [sig       ] [2767/3546] Forecasting RVTY...
[2025-12-29T20:31:05.572194] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-29T20:31:05.572223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-29T20:31:05.583496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-29T20:31:05.583839] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-29T20:31:05.584716] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-29T20:31:05.584771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:05.584802] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:05.584830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:05.584887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:05.641516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:05.642139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:05.642218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:05.642251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:05.762974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:05.763127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:05.763166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:05.763194] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:05.766480] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-29T20:31:05.766766] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-29T20:31:05.766895] [INFO ] [sig       ] RVTY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:05.905492] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RVTY.txt
[2025-12-29T20:31:05.905639] [INFO ] [sig       ] [2767/3546] Completed RVTY in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:05.905680] [INFO ] [sig       ] [2768/3546] Forecasting RWAY...
[2025-12-29T20:31:05.905708] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-29T20:31:05.905736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-29T20:31:05.917120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-29T20:31:05.917405] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-29T20:31:05.918215] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-29T20:31:05.918278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:05.918311] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:05.918338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:05.918397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:05.979608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:05.980507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:05.980611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:05.980647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:06.118159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:06.118339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:06.118387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:06.118418] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:06.122331] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-12-29T20:31:06.122674] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-29T20:31:06.122850] [INFO ] [sig       ] RWAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:06.278492] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RWAY.txt
[2025-12-29T20:31:06.278708] [INFO ] [sig       ] [2768/3546] Completed RWAY in 0.4s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:06.278759] [INFO ] [sig       ] [2769/3546] Forecasting RXO...
[2025-12-29T20:31:06.278814] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-29T20:31:06.278847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-29T20:31:06.291419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-29T20:31:06.291788] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-29T20:31:06.292620] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-29T20:31:06.292675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:06.292709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:06.292738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:06.292798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:06.351303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:06.352131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:06.352224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:06.352259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:06.476748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:06.476900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:06.476939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:06.476969] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:06.480444] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-29T20:31:06.480740] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-29T20:31:06.480869] [INFO ] [sig       ] RXO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:06.624387] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RXO.txt
[2025-12-29T20:31:06.624521] [INFO ] [sig       ] [2769/3546] Completed RXO in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:06.624561] [INFO ] [sig       ] [2770/3546] Forecasting RXRX...
[2025-12-29T20:31:06.624608] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-29T20:31:06.624639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-29T20:31:06.635714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-29T20:31:06.636008] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-29T20:31:06.636839] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-29T20:31:06.636891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:06.636923] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:06.636950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:06.637008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:06.696098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:06.696753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:06.696832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:06.696864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:06.817561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:06.817720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:06.817759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:06.817788] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:06.821105] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2025-12-29T20:31:06.821382] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-29T20:31:06.821509] [INFO ] [sig       ] RXRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:06.965624] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RXRX.txt
[2025-12-29T20:31:06.965772] [INFO ] [sig       ] [2770/3546] Completed RXRX in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-29T20:31:06.965814] [INFO ] [sig       ] [2771/3546] Forecasting RY...
[2025-12-29T20:31:06.965844] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-29T20:31:06.965874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-29T20:31:06.978006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-29T20:31:06.978314] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-29T20:31:06.979203] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-29T20:31:06.979257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:06.979288] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:06.979314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:06.979373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:07.045600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:07.046322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:07.046402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:07.046436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:07.174544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:07.174710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:07.174751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:07.174781] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:07.178158] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=62.82%)
[2025-12-29T20:31:07.178432] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-29T20:31:07.178557] [INFO ] [sig       ] RY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:07.319914] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RY.txt
[2025-12-29T20:31:07.320042] [INFO ] [sig       ] [2771/3546] Completed RY in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-29T20:31:07.320087] [INFO ] [sig       ] [2772/3546] Forecasting RYAAY...
[2025-12-29T20:31:07.320118] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-29T20:31:07.320146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-29T20:31:07.331755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-29T20:31:07.332039] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-29T20:31:07.332852] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-29T20:31:07.332906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:07.332938] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:07.332966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:07.333025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:07.391063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:07.392191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:07.392294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:07.392339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:07.519192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:07.519354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:07.519394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:07.519421] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:07.522850] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-12-29T20:31:07.523170] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-29T20:31:07.523305] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:07.662932] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RYAAY.txt
[2025-12-29T20:31:07.663065] [INFO ] [sig       ] [2772/3546] Completed RYAAY in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-29T20:31:07.663105] [INFO ] [sig       ] [2773/3546] Forecasting RYAM...
[2025-12-29T20:31:07.663133] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-29T20:31:07.663162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-29T20:31:07.674303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-29T20:31:07.674608] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-29T20:31:07.675397] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-29T20:31:07.675449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:07.675481] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:07.675509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:07.675585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:07.734291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:07.735107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:07.735210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:07.735243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:07.858510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:07.858684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:07.858724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:07.858753] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:07.862089] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-29T20:31:07.862360] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-29T20:31:07.862505] [INFO ] [sig       ] RYAM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:08.001692] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RYAM.txt
[2025-12-29T20:31:08.001816] [INFO ] [sig       ] [2773/3546] Completed RYAM in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-29T20:31:08.001854] [INFO ] [sig       ] [2774/3546] Forecasting RYAN...
[2025-12-29T20:31:08.001884] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-29T20:31:08.001912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-29T20:31:08.012775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-29T20:31:08.013049] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-29T20:31:08.013855] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-29T20:31:08.013905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:08.013938] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:08.013965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:08.014025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:08.070480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:08.071207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:08.071286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:08.071318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:08.188453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:08.188629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:08.188671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:08.188701] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:08.192145] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-29T20:31:08.192421] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-29T20:31:08.192548] [INFO ] [sig       ] RYAN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:08.344546] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RYAN.txt
[2025-12-29T20:31:08.344720] [INFO ] [sig       ] [2774/3546] Completed RYAN in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-29T20:31:08.344761] [INFO ] [sig       ] [2775/3546] Forecasting RYI...
[2025-12-29T20:31:08.344792] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-29T20:31:08.344821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-29T20:31:08.356662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-29T20:31:08.357074] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-29T20:31:08.357970] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-29T20:31:08.358028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:08.358059] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:08.358086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:08.358143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:08.417218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:08.418104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:08.418193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:08.418227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:08.539773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:08.539925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:08.539983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:08.540013] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:08.543415] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-29T20:31:08.543719] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-29T20:31:08.543851] [INFO ] [sig       ] RYI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:08.689200] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RYI.txt
[2025-12-29T20:31:08.689329] [INFO ] [sig       ] [2775/3546] Completed RYI in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-29T20:31:08.689368] [INFO ] [sig       ] [2776/3546] Forecasting RYN...
[2025-12-29T20:31:08.689397] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-29T20:31:08.689426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-29T20:31:08.700980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-29T20:31:08.701260] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-29T20:31:08.702061] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-29T20:31:08.702113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:08.702145] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:08.702171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:08.702228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:08.762603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:08.763434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:08.763518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:08.763551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:08.883959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:08.884146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:08.884188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:08.884218] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:08.887803] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-12-29T20:31:08.888080] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-29T20:31:08.888207] [INFO ] [sig       ] RYN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:09.047736] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RYN.txt
[2025-12-29T20:31:09.047918] [INFO ] [sig       ] [2776/3546] Completed RYN in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-29T20:31:09.047959] [INFO ] [sig       ] [2777/3546] Forecasting RYTM...
[2025-12-29T20:31:09.047989] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-29T20:31:09.048020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-29T20:31:09.061382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-29T20:31:09.061712] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-29T20:31:09.062612] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-29T20:31:09.062672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:09.062705] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:09.062733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:09.062791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:09.122153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:09.122916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:09.123014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:09.123047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:09.245643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:09.245776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:09.245814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:09.245844] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:09.249190] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-29T20:31:09.249464] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-29T20:31:09.249611] [INFO ] [sig       ] RYTM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:09.390907] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RYTM.txt
[2025-12-29T20:31:09.391028] [INFO ] [sig       ] [2777/3546] Completed RYTM in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-29T20:31:09.391066] [INFO ] [sig       ] [2778/3546] Forecasting RZB...
[2025-12-29T20:31:09.391095] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-29T20:31:09.391125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-29T20:31:09.402112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-29T20:31:09.402421] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-29T20:31:09.403249] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-29T20:31:09.403305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:09.403337] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:09.403365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:09.403426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:09.461265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:09.461943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:09.462026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:09.462059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:09.587445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:09.587674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:09.587727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:09.587766] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:09.592330] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-29T20:31:09.592729] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-29T20:31:09.592904] [INFO ] [sig       ] RZB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:09.743562] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/RZB.txt
[2025-12-29T20:31:09.743739] [INFO ] [sig       ] [2778/3546] Completed RZB in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:09.743781] [INFO ] [sig       ] [2779/3546] Forecasting RZC...
[2025-12-29T20:31:09.743811] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-29T20:31:09.743841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-29T20:31:09.755173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-29T20:31:09.755501] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-29T20:31:09.756349] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-29T20:31:09.756403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:09.756447] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:09.756475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:09.756534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:09.815805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:09.816678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:09.816764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:09.816798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:09.935758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:09.935911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:09.935952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:09.935982] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:09.939461] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-29T20:31:09.939764] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-29T20:31:09.939899] [INFO ] [sig       ] RZC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:10.092887] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/RZC.txt
[2025-12-29T20:31:10.093056] [INFO ] [sig       ] [2779/3546] Completed RZC in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:10.093099] [INFO ] [sig       ] [2780/3546] Forecasting S...
[2025-12-29T20:31:10.093130] [INFO ] [sig       ] Generating forecast for: S
[2025-12-29T20:31:10.093160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-29T20:31:10.110559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-29T20:31:10.110984] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-29T20:31:10.111829] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-29T20:31:10.111883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:10.111942] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:10.111972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:10.112032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:10.172784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:10.173648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:10.173742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:10.173781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:10.301274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:10.301422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:10.301461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:10.301489] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:10.304869] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-29T20:31:10.305147] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-29T20:31:10.305273] [INFO ] [sig       ] S: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:10.447439] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/S.txt
[2025-12-29T20:31:10.447611] [INFO ] [sig       ] [2780/3546] Completed S in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:10.447654] [INFO ] [sig       ] [2781/3546] Forecasting SA...
[2025-12-29T20:31:10.447684] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-29T20:31:10.447713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-29T20:31:10.460042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-29T20:31:10.460330] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-29T20:31:10.461146] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-29T20:31:10.461199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:10.461231] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:10.461257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:10.461314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:10.519687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:10.520332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:10.520413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:10.520445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:10.645729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:10.645895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:10.645935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:10.645963] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:10.650234] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-29T20:31:10.650664] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-29T20:31:10.650816] [INFO ] [sig       ] SA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:10.796103] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SA.txt
[2025-12-29T20:31:10.796245] [INFO ] [sig       ] [2781/3546] Completed SA in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:10.796285] [INFO ] [sig       ] [2782/3546] Forecasting SAFE...
[2025-12-29T20:31:10.796314] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-29T20:31:10.796342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-29T20:31:10.807422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-29T20:31:10.807754] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-29T20:31:10.808589] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-29T20:31:10.808643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:10.808676] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:10.808704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:10.808788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:10.871747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:10.872527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:10.872628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:10.872663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:10.996005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:10.996161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:10.996201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:10.996229] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:11.000046] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-12-29T20:31:11.000347] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-29T20:31:11.000480] [INFO ] [sig       ] SAFE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:11.143411] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SAFE.txt
[2025-12-29T20:31:11.143544] [INFO ] [sig       ] [2782/3546] Completed SAFE in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:11.143602] [INFO ] [sig       ] [2783/3546] Forecasting SAH...
[2025-12-29T20:31:11.143633] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-29T20:31:11.143671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-29T20:31:11.154835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-29T20:31:11.155127] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-29T20:31:11.156019] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-29T20:31:11.156072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:11.156104] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:11.156131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:11.156190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:11.213664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:11.214347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:11.214435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:11.214467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:11.333835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:11.333984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:11.334025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:11.334053] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:11.337529] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=61.11%)
[2025-12-29T20:31:11.337828] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-29T20:31:11.337959] [INFO ] [sig       ] SAH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:11.478470] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SAH.txt
[2025-12-29T20:31:11.478606] [INFO ] [sig       ] [2783/3546] Completed SAH in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:11.478647] [INFO ] [sig       ] [2784/3546] Forecasting SAIA...
[2025-12-29T20:31:11.478676] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-29T20:31:11.478705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-29T20:31:11.489619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-29T20:31:11.489893] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-29T20:31:11.490694] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-29T20:31:11.490749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:11.490780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:11.490807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:11.490864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:11.547883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:11.548530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:11.548624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:11.548657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:11.671063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:11.671221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:11.671260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:11.671292] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:11.675602] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-29T20:31:11.675895] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-29T20:31:11.676026] [INFO ] [sig       ] SAIA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:11.825514] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SAIA.txt
[2025-12-29T20:31:11.825680] [INFO ] [sig       ] [2784/3546] Completed SAIA in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:11.825720] [INFO ] [sig       ] [2785/3546] Forecasting SAIC...
[2025-12-29T20:31:11.825750] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-29T20:31:11.825779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-29T20:31:11.837076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-29T20:31:11.837467] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-29T20:31:11.838397] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-29T20:31:11.838451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:11.838485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:11.838511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:11.838569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:11.896108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:11.896792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:11.896875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:11.896907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:12.020490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:12.020653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:12.020692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:12.020721] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:12.024111] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-12-29T20:31:12.024381] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-29T20:31:12.024517] [INFO ] [sig       ] SAIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:12.165445] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SAIC.txt
[2025-12-29T20:31:12.165593] [INFO ] [sig       ] [2785/3546] Completed SAIC in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:12.165635] [INFO ] [sig       ] [2786/3546] Forecasting SAM...
[2025-12-29T20:31:12.165665] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-29T20:31:12.165693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-29T20:31:12.177155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-29T20:31:12.177454] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-29T20:31:12.178290] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-29T20:31:12.178343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:12.178375] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:12.178610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:12.178672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:12.237188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:12.237901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:12.237980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:12.238013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:12.359931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:12.360070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:12.360112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:12.360140] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:12.363630] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-12-29T20:31:12.363912] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-29T20:31:12.364040] [INFO ] [sig       ] SAM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:12.509482] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SAM.txt
[2025-12-29T20:31:12.509851] [INFO ] [sig       ] [2786/3546] Completed SAM in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:12.509893] [INFO ] [sig       ] [2787/3546] Forecasting SAMG...
[2025-12-29T20:31:12.509922] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-29T20:31:12.509951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-29T20:31:12.522020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-29T20:31:12.522419] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-29T20:31:12.523297] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-29T20:31:12.523351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:12.523384] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:12.523411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:12.523469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:12.581813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:12.582648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:12.582729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:12.582761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:12.701226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:12.701377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:12.701415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:12.701442] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:12.705149] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-12-29T20:31:12.705415] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-29T20:31:12.705541] [INFO ] [sig       ] SAMG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:12.852512] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SAMG.txt
[2025-12-29T20:31:12.852680] [INFO ] [sig       ] [2787/3546] Completed SAMG in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:12.852723] [INFO ] [sig       ] [2788/3546] Forecasting SAN...
[2025-12-29T20:31:12.852751] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-29T20:31:12.852780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-29T20:31:12.864214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-29T20:31:12.864587] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-29T20:31:12.865662] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-29T20:31:12.865719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:12.865752] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:12.865778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:12.865837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:12.925926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:12.926722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:12.926806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:12.926839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:13.053903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:13.054055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:13.054096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:13.054125] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:13.058080] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-29T20:31:13.058349] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-29T20:31:13.058683] [INFO ] [sig       ] SAN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:13.200594] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SAN.txt
[2025-12-29T20:31:13.200734] [INFO ] [sig       ] [2788/3546] Completed SAN in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-29T20:31:13.200774] [INFO ] [sig       ] [2789/3546] Forecasting SANA...
[2025-12-29T20:31:13.200803] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-29T20:31:13.200832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-29T20:31:13.212427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-29T20:31:13.212779] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-29T20:31:13.213612] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-29T20:31:13.213666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:13.213697] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:13.213724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:13.213781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:13.275478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:13.276369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:13.276455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:13.276488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:13.402482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:13.402664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:13.402721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:13.402756] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:13.407249] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-29T20:31:13.407654] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-29T20:31:13.407836] [INFO ] [sig       ] SANA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:13.546953] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SANA.txt
[2025-12-29T20:31:13.547103] [INFO ] [sig       ] [2789/3546] Completed SANA in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-29T20:31:13.547142] [INFO ] [sig       ] [2790/3546] Forecasting SANM...
[2025-12-29T20:31:13.547173] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-29T20:31:13.547202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-29T20:31:13.558040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-29T20:31:13.558371] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-29T20:31:13.559213] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-29T20:31:13.559267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:13.559298] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:13.559325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:13.559382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:13.615259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:13.616075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:13.616179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:13.616212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:13.738829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:13.738980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:13.739020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:13.739049] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:13.742437] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-12-29T20:31:13.742733] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-29T20:31:13.742861] [INFO ] [sig       ] SANM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:13.883833] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SANM.txt
[2025-12-29T20:31:13.883960] [INFO ] [sig       ] [2790/3546] Completed SANM in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-29T20:31:13.884000] [INFO ] [sig       ] [2791/3546] Forecasting SAP...
[2025-12-29T20:31:13.884030] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-29T20:31:13.884059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-29T20:31:13.895008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-29T20:31:13.895306] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-29T20:31:13.896135] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-29T20:31:13.896188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:13.896219] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:13.896246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:13.896303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:13.952879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:13.953484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:13.953561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:13.953612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:14.075345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:14.075504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:14.075544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:14.075594] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:14.079133] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-29T20:31:14.079486] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-29T20:31:14.079652] [INFO ] [sig       ] SAP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:14.222422] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SAP.txt
[2025-12-29T20:31:14.222555] [INFO ] [sig       ] [2791/3546] Completed SAP in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-29T20:31:14.222612] [INFO ] [sig       ] [2792/3546] Forecasting SARK...
[2025-12-29T20:31:14.222643] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-29T20:31:14.222671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-29T20:31:14.233470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-29T20:31:14.233816] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-29T20:31:14.234846] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-29T20:31:14.234911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:14.234944] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:14.234972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:14.235031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:14.293013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:14.293776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:14.293859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:14.293891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:14.411418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:14.411565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:14.411621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:14.411650] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:14.415044] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=84.07%)
[2025-12-29T20:31:14.415324] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-29T20:31:14.415456] [INFO ] [sig       ] SARK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:14.556565] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SARK.txt
[2025-12-29T20:31:14.556717] [INFO ] [sig       ] [2792/3546] Completed SARK in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-29T20:31:14.556755] [INFO ] [sig       ] [2793/3546] Forecasting SATL...
[2025-12-29T20:31:14.556785] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-29T20:31:14.556813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-29T20:31:14.568140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-29T20:31:14.568434] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-29T20:31:14.569264] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-29T20:31:14.569316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:14.569347] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:14.569381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:14.569443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:14.630729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:14.631556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:14.631657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:14.631691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:14.748941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:14.749091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:14.749129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:14.749159] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:14.752550] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=36.76%)
[2025-12-29T20:31:14.752843] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-29T20:31:14.752970] [INFO ] [sig       ] SATL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:14.899832] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SATL.txt
[2025-12-29T20:31:14.900049] [INFO ] [sig       ] [2793/3546] Completed SATL in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-29T20:31:14.900109] [INFO ] [sig       ] [2794/3546] Forecasting SATS...
[2025-12-29T20:31:14.900155] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-29T20:31:14.900197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-29T20:31:14.912560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-29T20:31:14.912951] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-29T20:31:14.913783] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-29T20:31:14.913835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:14.913867] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:14.913894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:14.913951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:14.976539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:14.977439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:14.977524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:14.977557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:15.112235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:15.112390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:15.112431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:15.112460] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:15.115825] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-29T20:31:15.116114] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-29T20:31:15.116244] [INFO ] [sig       ] SATS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:15.260927] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SATS.txt
[2025-12-29T20:31:15.261086] [INFO ] [sig       ] [2794/3546] Completed SATS in 0.4s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-29T20:31:15.261129] [INFO ] [sig       ] [2795/3546] Forecasting SAVA...
[2025-12-29T20:31:15.261159] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-29T20:31:15.261191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-29T20:31:15.272427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-29T20:31:15.272762] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-29T20:31:15.273596] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-29T20:31:15.273657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:15.273699] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:15.273730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:15.273789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:15.330648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:15.331355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:15.331436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:15.331469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:15.452896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:15.453060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:15.453101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:15.453130] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:15.456609] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-29T20:31:15.456886] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-29T20:31:15.457016] [INFO ] [sig       ] SAVA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:15.597558] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SAVA.txt
[2025-12-29T20:31:15.597744] [INFO ] [sig       ] [2795/3546] Completed SAVA in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:15.597785] [INFO ] [sig       ] [2796/3546] Forecasting SB...
[2025-12-29T20:31:15.597812] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-29T20:31:15.597842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-29T20:31:15.609255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-29T20:31:15.609605] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-29T20:31:15.610413] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-29T20:31:15.610467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:15.610499] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:15.610524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:15.610602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:15.667988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:15.668819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:15.668905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:15.668936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:15.787232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:15.787385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:15.787423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:15.787452] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:15.790860] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-29T20:31:15.791136] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-29T20:31:15.791279] [INFO ] [sig       ] SB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:15.930719] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SB.txt
[2025-12-29T20:31:15.930864] [INFO ] [sig       ] [2796/3546] Completed SB in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:15.930910] [INFO ] [sig       ] [2797/3546] Forecasting SBAC...
[2025-12-29T20:31:15.930941] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-29T20:31:15.930971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-29T20:31:15.942836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-29T20:31:15.943178] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-29T20:31:15.943997] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-29T20:31:15.944049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:15.944120] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:15.944149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:15.944206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:16.001227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:16.002280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:16.002376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:16.002409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:16.122651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:16.122814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:16.122853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:16.122881] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:16.126224] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-29T20:31:16.126521] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-29T20:31:16.126665] [INFO ] [sig       ] SBAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:16.265014] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SBAC.txt
[2025-12-29T20:31:16.265158] [INFO ] [sig       ] [2797/3546] Completed SBAC in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:16.265198] [INFO ] [sig       ] [2798/3546] Forecasting SBCF...
[2025-12-29T20:31:16.265229] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-29T20:31:16.265259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-29T20:31:16.277945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-29T20:31:16.278258] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-29T20:31:16.279098] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-29T20:31:16.279150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:16.279182] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:16.279209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:16.279267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:16.336787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:16.337728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:16.337816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:16.337847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:16.462055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:16.462218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:16.462258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:16.462287] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:16.465693] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-29T20:31:16.465964] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-29T20:31:16.466093] [INFO ] [sig       ] SBCF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:16.605943] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SBCF.txt
[2025-12-29T20:31:16.606076] [INFO ] [sig       ] [2798/3546] Completed SBCF in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:16.606116] [INFO ] [sig       ] [2799/3546] Forecasting SBFM...
[2025-12-29T20:31:16.606146] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-29T20:31:16.606176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-29T20:31:16.618325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-29T20:31:16.618635] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-29T20:31:16.619505] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-29T20:31:16.619556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:16.619616] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:16.619646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:16.619703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:16.677668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:16.678518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:16.678625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:16.678661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:16.802106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:16.802246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:16.802301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:16.802330] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:16.805657] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-29T20:31:16.805925] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-29T20:31:16.806049] [INFO ] [sig       ] SBFM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:16.945832] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SBFM.txt
[2025-12-29T20:31:16.945978] [INFO ] [sig       ] [2799/3546] Completed SBFM in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:16.946015] [INFO ] [sig       ] [2800/3546] Forecasting SBGI...
[2025-12-29T20:31:16.946044] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-29T20:31:16.946074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-29T20:31:16.958208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-29T20:31:16.958630] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-29T20:31:16.959518] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-29T20:31:16.959594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:16.959630] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:16.959658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:16.959715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:17.018566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:17.019499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:17.019608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:17.019644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:17.136077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:17.136235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:17.136275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:17.136367] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:17.140081] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-29T20:31:17.140396] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-29T20:31:17.140549] [INFO ] [sig       ] SBGI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:17.284320] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SBGI.txt
[2025-12-29T20:31:17.284479] [INFO ] [sig       ] [2800/3546] Completed SBGI in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:17.284519] [INFO ] [sig       ] [2801/3546] Forecasting SBH...
[2025-12-29T20:31:17.284549] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-29T20:31:17.284599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-29T20:31:17.300960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-29T20:31:17.301359] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-29T20:31:17.302435] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-29T20:31:17.302489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:17.302521] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:17.302547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:17.302622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:17.359176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:17.360127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:17.360211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:17.360243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:17.485402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:17.485563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:17.485623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:17.485652] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:17.489246] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-29T20:31:17.489552] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-29T20:31:17.489707] [INFO ] [sig       ] SBH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:17.629366] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SBH.txt
[2025-12-29T20:31:17.629494] [INFO ] [sig       ] [2801/3546] Completed SBH in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:17.629542] [INFO ] [sig       ] [2802/3546] Forecasting SBI...
[2025-12-29T20:31:17.629588] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-29T20:31:17.629621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-29T20:31:17.641069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-29T20:31:17.641418] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-29T20:31:17.642293] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-29T20:31:17.642347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:17.642381] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:17.642408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:17.642469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:17.700977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:17.701911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:17.701998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:17.702031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:17.816558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:17.816738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:17.816778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:17.816807] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:17.820244] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-12-29T20:31:17.820524] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-29T20:31:17.820675] [INFO ] [sig       ] SBI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:17.959459] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SBI.txt
[2025-12-29T20:31:17.959624] [INFO ] [sig       ] [2802/3546] Completed SBI in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:17.959665] [INFO ] [sig       ] [2803/3546] Forecasting SBLK...
[2025-12-29T20:31:17.959694] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-29T20:31:17.959723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-29T20:31:17.971208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-29T20:31:17.971532] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-29T20:31:17.972328] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-29T20:31:17.972380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:17.972421] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:17.972449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:17.972507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:18.027947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:18.028717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:18.028825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:18.028858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:18.148383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:18.148546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:18.148605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:18.148635] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:18.152391] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-29T20:31:18.152687] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-29T20:31:18.152818] [INFO ] [sig       ] SBLK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:18.298835] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SBLK.txt
[2025-12-29T20:31:18.298984] [INFO ] [sig       ] [2803/3546] Completed SBLK in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:18.299023] [INFO ] [sig       ] [2804/3546] Forecasting SBRA...
[2025-12-29T20:31:18.299051] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-29T20:31:18.299081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-29T20:31:18.310254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-29T20:31:18.310565] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-29T20:31:18.311375] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-29T20:31:18.311427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:18.311458] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:18.311484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:18.311541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:18.367161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:18.367906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:18.368007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:18.368038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:18.484097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:18.484255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:18.484295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:18.484323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:18.487686] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=15.36%)
[2025-12-29T20:31:18.487961] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-29T20:31:18.488090] [INFO ] [sig       ] SBRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:18.627781] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SBRA.txt
[2025-12-29T20:31:18.627935] [INFO ] [sig       ] [2804/3546] Completed SBRA in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:18.627975] [INFO ] [sig       ] [2805/3546] Forecasting SBS...
[2025-12-29T20:31:18.628004] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-29T20:31:18.628034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-29T20:31:18.639930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-29T20:31:18.640310] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-29T20:31:18.641128] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-29T20:31:18.641182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:18.641214] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:18.641239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:18.641296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:18.699266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:18.700189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:18.700276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:18.700309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:18.842173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:18.842327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:18.842370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:18.842399] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:18.845824] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-29T20:31:18.846101] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-29T20:31:18.846231] [INFO ] [sig       ] SBS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:18.994058] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SBS.txt
[2025-12-29T20:31:18.994204] [INFO ] [sig       ] [2805/3546] Completed SBS in 0.4s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-29T20:31:18.994246] [INFO ] [sig       ] [2806/3546] Forecasting SBSI...
[2025-12-29T20:31:18.994277] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-29T20:31:18.994308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-29T20:31:19.005649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-29T20:31:19.005968] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-29T20:31:19.006823] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-29T20:31:19.006878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:19.006911] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:19.006938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:19.006997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:19.066234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:19.066946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:19.067029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:19.067062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:19.195109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:19.195264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:19.195305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:19.195334] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:19.202625] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=87.36%)
[2025-12-29T20:31:19.203022] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-29T20:31:19.203175] [INFO ] [sig       ] SBSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:19.348920] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SBSI.txt
[2025-12-29T20:31:19.349054] [INFO ] [sig       ] [2806/3546] Completed SBSI in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-29T20:31:19.349099] [INFO ] [sig       ] [2807/3546] Forecasting SBUX...
[2025-12-29T20:31:19.349129] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-29T20:31:19.349159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-29T20:31:19.360935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-29T20:31:19.361276] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-29T20:31:19.362178] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-29T20:31:19.362232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:19.362264] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:19.362292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:19.362351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:19.419099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:19.419888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:19.420007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:19.420040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:19.542760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:19.542914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:19.542955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:19.542982] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:19.546381] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=12.33%)
[2025-12-29T20:31:19.546682] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-29T20:31:19.546813] [INFO ] [sig       ] SBUX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:19.687479] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SBUX.txt
[2025-12-29T20:31:19.687658] [INFO ] [sig       ] [2807/3546] Completed SBUX in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-29T20:31:19.687702] [INFO ] [sig       ] [2808/3546] Forecasting SCD...
[2025-12-29T20:31:19.687730] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-29T20:31:19.687759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-29T20:31:19.700624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-29T20:31:19.700978] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-29T20:31:19.701864] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-29T20:31:19.701917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:19.701949] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:19.701976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:19.702034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:19.760339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:19.761149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:19.761230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:19.761262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:19.876705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:19.876861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:19.876900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:19.876928] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:19.880426] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-29T20:31:19.880739] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-29T20:31:19.880871] [INFO ] [sig       ] SCD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:20.026941] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SCD.txt
[2025-12-29T20:31:20.027092] [INFO ] [sig       ] [2808/3546] Completed SCD in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-29T20:31:20.027132] [INFO ] [sig       ] [2809/3546] Forecasting SCHL...
[2025-12-29T20:31:20.027161] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-29T20:31:20.027191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-29T20:31:20.039080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-29T20:31:20.039435] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-29T20:31:20.040283] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-29T20:31:20.040341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:20.040375] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:20.040402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:20.040460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:20.103143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:20.104206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:20.104290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:20.104324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:20.231905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:20.232062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:20.232128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:20.232161] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:20.235716] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-29T20:31:20.235999] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-29T20:31:20.236132] [INFO ] [sig       ] SCHL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:20.380797] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SCHL.txt
[2025-12-29T20:31:20.380957] [INFO ] [sig       ] [2809/3546] Completed SCHL in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-29T20:31:20.380996] [INFO ] [sig       ] [2810/3546] Forecasting SCI...
[2025-12-29T20:31:20.381027] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-29T20:31:20.381057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-29T20:31:20.392755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-29T20:31:20.393106] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-29T20:31:20.393976] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-29T20:31:20.394033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:20.394066] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:20.394093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:20.394151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:20.452156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:20.452974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:20.453059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:20.453094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:20.577197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:20.577347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:20.577386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:20.577466] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:20.581242] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-29T20:31:20.581526] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-29T20:31:20.581676] [INFO ] [sig       ] SCI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:20.724071] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SCI.txt
[2025-12-29T20:31:20.724235] [INFO ] [sig       ] [2810/3546] Completed SCI in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-29T20:31:20.724275] [INFO ] [sig       ] [2811/3546] Forecasting SCL...
[2025-12-29T20:31:20.724305] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-29T20:31:20.724336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-29T20:31:20.736395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-29T20:31:20.736724] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-29T20:31:20.737529] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-29T20:31:20.737598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:20.737631] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:20.737658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:20.737716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:20.796853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:20.797724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:20.797808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:20.797841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:20.920468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:20.920656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:20.920719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:20.920764] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:20.925010] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-29T20:31:20.925335] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-29T20:31:20.925472] [INFO ] [sig       ] SCL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:21.079353] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SCL.txt
[2025-12-29T20:31:21.079550] [INFO ] [sig       ] [2811/3546] Completed SCL in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-29T20:31:21.079629] [INFO ] [sig       ] [2812/3546] Forecasting SCM...
[2025-12-29T20:31:21.079667] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-29T20:31:21.079703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-29T20:31:21.094058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-29T20:31:21.094489] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-29T20:31:21.095366] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-29T20:31:21.095429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:21.095469] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:21.095505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:21.095608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:21.159781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:21.160712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:21.160810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:21.160860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:21.284853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:21.285008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:21.285050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:21.285079] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:21.288533] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-12-29T20:31:21.288875] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-29T20:31:21.289007] [INFO ] [sig       ] SCM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:21.433554] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SCM.txt
[2025-12-29T20:31:21.433752] [INFO ] [sig       ] [2812/3546] Completed SCM in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-29T20:31:21.433793] [INFO ] [sig       ] [2813/3546] Forecasting SCSC...
[2025-12-29T20:31:21.433826] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-29T20:31:21.433855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-29T20:31:21.446636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-29T20:31:21.447026] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-29T20:31:21.447896] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-29T20:31:21.447950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:21.448006] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:21.448048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:21.448108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:21.507895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:21.508805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:21.508890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:21.508922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:21.631499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:21.631679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:21.631720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:21.631748] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:21.635204] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-29T20:31:21.635488] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-29T20:31:21.635638] [INFO ] [sig       ] SCSC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:21.790470] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SCSC.txt
[2025-12-29T20:31:21.790673] [INFO ] [sig       ] [2813/3546] Completed SCSC in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:21.790727] [INFO ] [sig       ] [2814/3546] Forecasting SCVL...
[2025-12-29T20:31:21.790769] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-29T20:31:21.790802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-29T20:31:21.805872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-29T20:31:21.806366] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-29T20:31:21.807637] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-29T20:31:21.807743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:21.807817] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:21.807866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:21.807947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:21.874111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:21.875056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:21.875142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:21.875177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:22.000839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:22.001004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:22.001045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:22.001072] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:22.005342] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-12-29T20:31:22.005752] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-29T20:31:22.006099] [INFO ] [sig       ] SCVL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:22.152783] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SCVL.txt
[2025-12-29T20:31:22.152948] [INFO ] [sig       ] [2814/3546] Completed SCVL in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:22.152989] [INFO ] [sig       ] [2815/3546] Forecasting SCZ...
[2025-12-29T20:31:22.153019] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-29T20:31:22.153050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-29T20:31:22.165206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-29T20:31:22.165560] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-29T20:31:22.166389] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-29T20:31:22.166444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:22.166477] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:22.166505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:22.166564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:22.225503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:22.226392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:22.226482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:22.226515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:22.358555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:22.358725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:22.358781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:22.358814] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:22.362212] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-29T20:31:22.362484] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-29T20:31:22.362637] [INFO ] [sig       ] SCZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:22.506381] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SCZ.txt
[2025-12-29T20:31:22.506513] [INFO ] [sig       ] [2815/3546] Completed SCZ in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:22.506561] [INFO ] [sig       ] [2816/3546] Forecasting SD...
[2025-12-29T20:31:22.506621] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-29T20:31:22.506659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-29T20:31:22.518046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-29T20:31:22.518359] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-29T20:31:22.519252] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-29T20:31:22.519307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:22.519340] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:22.519368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:22.519426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:22.577121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:22.577849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:22.577933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:22.577966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:22.698888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:22.699055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:22.699118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:22.699151] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:22.702594] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-29T20:31:22.702874] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-29T20:31:22.703002] [INFO ] [sig       ] SD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:22.845014] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SD.txt
[2025-12-29T20:31:22.845176] [INFO ] [sig       ] [2816/3546] Completed SD in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:22.845242] [INFO ] [sig       ] [2817/3546] Forecasting SDA...
[2025-12-29T20:31:22.845277] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-29T20:31:22.845308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-29T20:31:22.857626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-29T20:31:22.858050] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-29T20:31:22.858958] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-29T20:31:22.859012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:22.859044] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:22.859072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:22.859130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:22.943288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:22.944464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:22.944624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:22.944683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:23.068692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:23.068872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:23.068912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:23.068942] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:23.072426] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=76.40%)
[2025-12-29T20:31:23.072758] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-29T20:31:23.072897] [INFO ] [sig       ] SDA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:23.215711] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SDA.txt
[2025-12-29T20:31:23.215868] [INFO ] [sig       ] [2817/3546] Completed SDA in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:23.215908] [INFO ] [sig       ] [2818/3546] Forecasting SDHY...
[2025-12-29T20:31:23.215938] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-29T20:31:23.215975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-29T20:31:23.227386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-29T20:31:23.227760] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-29T20:31:23.228556] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-29T20:31:23.228626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:23.228659] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:23.228686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:23.228744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:23.285803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:23.286688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:23.286769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:23.286802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:23.409045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:23.409196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:23.409235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:23.409264] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:23.412624] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-29T20:31:23.412898] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-29T20:31:23.413022] [INFO ] [sig       ] SDHY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:23.553633] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SDHY.txt
[2025-12-29T20:31:23.553786] [INFO ] [sig       ] [2818/3546] Completed SDHY in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:23.553827] [INFO ] [sig       ] [2819/3546] Forecasting SDRL...
[2025-12-29T20:31:23.553856] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-29T20:31:23.553885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-29T20:31:23.565373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-29T20:31:23.565776] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-29T20:31:23.566616] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-29T20:31:23.566671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:23.566703] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:23.566732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:23.566790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:23.624629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:23.625487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:23.625595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:23.625630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:23.742079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:23.742234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:23.742273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:23.742301] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:23.745668] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-12-29T20:31:23.745980] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-29T20:31:23.746113] [INFO ] [sig       ] SDRL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:23.893021] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SDRL.txt
[2025-12-29T20:31:23.893182] [INFO ] [sig       ] [2819/3546] Completed SDRL in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:23.893223] [INFO ] [sig       ] [2820/3546] Forecasting SDVY...
[2025-12-29T20:31:23.893252] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-29T20:31:23.893282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-29T20:31:23.904747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-29T20:31:23.905138] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-29T20:31:23.906006] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-29T20:31:23.906068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:23.906100] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:23.906126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:23.906184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:23.964276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:23.965105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:23.965189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:23.965223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:24.087367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:24.087530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:24.087606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:24.087661] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:24.091641] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-29T20:31:24.091922] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-29T20:31:24.092069] [INFO ] [sig       ] SDVY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:24.236929] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SDVY.txt
[2025-12-29T20:31:24.237087] [INFO ] [sig       ] [2820/3546] Completed SDVY in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:24.237128] [INFO ] [sig       ] [2821/3546] Forecasting SE...
[2025-12-29T20:31:24.237157] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-29T20:31:24.237186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-29T20:31:24.249710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-29T20:31:24.250043] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-29T20:31:24.250884] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-29T20:31:24.250938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:24.250970] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:24.250997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:24.251056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:24.312192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:24.313114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:24.313208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:24.313242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:24.458236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:24.458417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:24.458459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:24.458488] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:24.461999] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-12-29T20:31:24.462281] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-29T20:31:24.462414] [INFO ] [sig       ] SE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:24.603790] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SE.txt
[2025-12-29T20:31:24.603928] [INFO ] [sig       ] [2821/3546] Completed SE in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:24.603968] [INFO ] [sig       ] [2822/3546] Forecasting SEDG...
[2025-12-29T20:31:24.603997] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-29T20:31:24.604025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-29T20:31:24.615216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-29T20:31:24.615552] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-29T20:31:24.616393] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-29T20:31:24.616448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:24.616480] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:24.616508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:24.616567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:24.672876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:24.673704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:24.673785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:24.673817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:24.798291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:24.798497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:24.798538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:24.798567] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:24.802061] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-12-29T20:31:24.802336] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-29T20:31:24.802460] [INFO ] [sig       ] SEDG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:24.941962] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SEDG.txt
[2025-12-29T20:31:24.942127] [INFO ] [sig       ] [2822/3546] Completed SEDG in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-29T20:31:24.942169] [INFO ] [sig       ] [2823/3546] Forecasting SEE...
[2025-12-29T20:31:24.942199] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-29T20:31:24.942229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-29T20:31:24.954982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-29T20:31:24.955335] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-29T20:31:24.956144] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-29T20:31:24.956195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:24.956227] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:24.956254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:24.956312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:25.014607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:25.015458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:25.015544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:25.015595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:25.142954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:25.143128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:25.143169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:25.143198] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:25.147060] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-29T20:31:25.147355] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-29T20:31:25.147491] [INFO ] [sig       ] SEE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:25.292398] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SEE.txt
[2025-12-29T20:31:25.292557] [INFO ] [sig       ] [2823/3546] Completed SEE in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-29T20:31:25.292617] [INFO ] [sig       ] [2824/3546] Forecasting SEIC...
[2025-12-29T20:31:25.292651] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-29T20:31:25.292681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-29T20:31:25.304001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-29T20:31:25.304316] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-29T20:31:25.305124] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-29T20:31:25.305175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:25.305207] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:25.305234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:25.305292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:25.362783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:25.363654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:25.363773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:25.363809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:25.500272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:25.500419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:25.500462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:25.500491] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:25.504004] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-29T20:31:25.504277] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-29T20:31:25.504409] [INFO ] [sig       ] SEIC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:25.645444] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SEIC.txt
[2025-12-29T20:31:25.645608] [INFO ] [sig       ] [2824/3546] Completed SEIC in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-29T20:31:25.645657] [INFO ] [sig       ] [2825/3546] Forecasting SELF...
[2025-12-29T20:31:25.645687] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-29T20:31:25.645716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-29T20:31:25.656522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-29T20:31:25.656840] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-29T20:31:25.657665] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-29T20:31:25.657720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:25.657753] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:25.657781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:25.657840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:25.715833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:25.716560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:25.716658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:25.716691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:25.825433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:25.825602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:25.825642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:25.825671] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:25.829003] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-29T20:31:25.829273] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-29T20:31:25.829398] [INFO ] [sig       ] SELF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:25.970807] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SELF.txt
[2025-12-29T20:31:25.970975] [INFO ] [sig       ] [2825/3546] Completed SELF in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-29T20:31:25.971016] [INFO ] [sig       ] [2826/3546] Forecasting SEM...
[2025-12-29T20:31:25.971045] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-29T20:31:25.971075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-29T20:31:25.983511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-29T20:31:25.983926] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-29T20:31:25.984797] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-29T20:31:25.984852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:25.984884] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:25.984912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:25.984972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:26.045995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:26.046953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:26.047044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:26.047079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:26.171540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:26.171716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:26.171758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:26.171788] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:26.175246] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-29T20:31:26.175550] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-29T20:31:26.175712] [INFO ] [sig       ] SEM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:26.327131] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SEM.txt
[2025-12-29T20:31:26.327302] [INFO ] [sig       ] [2826/3546] Completed SEM in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-29T20:31:26.327356] [INFO ] [sig       ] [2827/3546] Forecasting SENEA...
[2025-12-29T20:31:26.327392] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-29T20:31:26.327450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-29T20:31:26.342217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-29T20:31:26.342663] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-29T20:31:26.343891] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-29T20:31:26.343967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:26.344010] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:26.344045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:26.344124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:26.404241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:26.405218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:26.405310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:26.405343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:26.530009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:26.530169] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:31:26.530211] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:26.530240] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:26.533926] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-29T20:31:26.534264] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-29T20:31:26.534410] [INFO ] [sig       ] SENEA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:26.681246] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SENEA.txt
[2025-12-29T20:31:26.681434] [INFO ] [sig       ] [2827/3546] Completed SENEA in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-29T20:31:26.681475] [INFO ] [sig       ] [2828/3546] Forecasting SENS...
[2025-12-29T20:31:26.681506] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-29T20:31:26.681535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-29T20:31:26.693470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-29T20:31:26.693803] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-29T20:31:26.694594] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-29T20:31:26.694647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:26.694679] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:26.694705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:26.694764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:26.751852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:26.752560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:26.752665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:26.752698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:26.873078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:26.873234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:26.873276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:26.873306] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:26.876809] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-29T20:31:26.877092] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-29T20:31:26.877220] [INFO ] [sig       ] SENS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:27.021848] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SENS.txt
[2025-12-29T20:31:27.021986] [INFO ] [sig       ] [2828/3546] Completed SENS in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-29T20:31:27.022030] [INFO ] [sig       ] [2829/3546] Forecasting SERA...
[2025-12-29T20:31:27.022062] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-29T20:31:27.022093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-29T20:31:27.032536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-29T20:31:27.032840] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-29T20:31:27.033684] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-29T20:31:27.033737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:27.033769] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:27.033798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:27.033857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:27.091929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:27.092609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:27.092713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:27.092750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:27.213398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:27.213544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:27.213600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:27.213632] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:27.216991] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=78.30%)
[2025-12-29T20:31:27.217268] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-29T20:31:27.217400] [INFO ] [sig       ] SERA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:27.358863] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SERA.txt
[2025-12-29T20:31:27.358991] [INFO ] [sig       ] [2829/3546] Completed SERA in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-29T20:31:27.359030] [INFO ] [sig       ] [2830/3546] Forecasting SES...
[2025-12-29T20:31:27.359058] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-29T20:31:27.359095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-29T20:31:27.370839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-29T20:31:27.371180] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-29T20:31:27.372044] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-29T20:31:27.372098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:27.372132] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:27.372160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:27.372218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:27.431262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:27.432020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:27.432103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:27.432137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:27.551932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:27.552076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:27.552115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:27.552143] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:27.555630] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-29T20:31:27.556054] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-29T20:31:27.556183] [INFO ] [sig       ] SES: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:27.705984] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SES.txt
[2025-12-29T20:31:27.706118] [INFO ] [sig       ] [2830/3546] Completed SES in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:27.706172] [INFO ] [sig       ] [2831/3546] Forecasting SEVN...
[2025-12-29T20:31:27.706204] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-29T20:31:27.706233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-29T20:31:27.717633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-29T20:31:27.717973] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-29T20:31:27.718897] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-29T20:31:27.718955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:27.719020] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:27.719053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:27.719129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:27.781749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:27.782507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:27.782614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:27.782654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:27.902767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:27.902920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:27.902981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:27.903012] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:27.906462] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-12-29T20:31:27.906765] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-29T20:31:27.906892] [INFO ] [sig       ] SEVN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:28.060706] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SEVN.txt
[2025-12-29T20:31:28.060860] [INFO ] [sig       ] [2831/3546] Completed SEVN in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:28.060901] [INFO ] [sig       ] [2832/3546] Forecasting SEZL...
[2025-12-29T20:31:28.060930] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-29T20:31:28.060962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-29T20:31:28.072275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-29T20:31:28.072636] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-29T20:31:28.073502] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-29T20:31:28.073556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:28.073634] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:28.073675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:28.073736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:28.132614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:28.133541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:28.133655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:28.133690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:28.257240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:28.257391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:28.257430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:28.257458] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:28.261155] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-29T20:31:28.261444] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-29T20:31:28.261585] [INFO ] [sig       ] SEZL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:28.412389] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SEZL.txt
[2025-12-29T20:31:28.412517] [INFO ] [sig       ] [2832/3546] Completed SEZL in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:28.412556] [INFO ] [sig       ] [2833/3546] Forecasting SF...
[2025-12-29T20:31:28.412603] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-29T20:31:28.412633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-29T20:31:28.424451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-29T20:31:28.424786] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-29T20:31:28.425628] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-29T20:31:28.425690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:28.425726] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:28.425753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:28.425810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:28.484606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:28.485304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:28.485405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:28.485441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:28.619158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:28.619282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:28.619323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:28.619352] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:28.623224] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=34.04%)
[2025-12-29T20:31:28.623491] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-29T20:31:28.623638] [INFO ] [sig       ] SF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:28.766652] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SF.txt
[2025-12-29T20:31:28.766779] [INFO ] [sig       ] [2833/3546] Completed SF in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:28.766818] [INFO ] [sig       ] [2834/3546] Forecasting SFB...
[2025-12-29T20:31:28.766847] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-29T20:31:28.766878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-29T20:31:28.778961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-29T20:31:28.779347] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-29T20:31:28.780439] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-29T20:31:28.780494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:28.780527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:28.780555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:28.780647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:28.841709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:28.842562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:28.842665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:28.842702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:28.952697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:28.952835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:28.952890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:28.952949] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:28.956361] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-29T20:31:28.956662] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-29T20:31:28.956791] [INFO ] [sig       ] SFB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:29.104681] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SFB.txt
[2025-12-29T20:31:29.104862] [INFO ] [sig       ] [2834/3546] Completed SFB in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:29.104914] [INFO ] [sig       ] [2835/3546] Forecasting SFBS...
[2025-12-29T20:31:29.104950] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-29T20:31:29.104981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-29T20:31:29.117022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-29T20:31:29.117366] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-29T20:31:29.118277] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-29T20:31:29.118331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:29.118362] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:29.118391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:29.118450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:29.175952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:29.176621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:29.176699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:29.176733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:29.296223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:29.296365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:29.296404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:29.296431] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:29.299868] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-12-29T20:31:29.300160] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-29T20:31:29.300291] [INFO ] [sig       ] SFBS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:29.439245] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SFBS.txt
[2025-12-29T20:31:29.439366] [INFO ] [sig       ] [2835/3546] Completed SFBS in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:29.439406] [INFO ] [sig       ] [2836/3546] Forecasting SFIX...
[2025-12-29T20:31:29.439434] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-29T20:31:29.439463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-29T20:31:29.450781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-29T20:31:29.451100] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-29T20:31:29.451952] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-29T20:31:29.452006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:29.452038] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:29.452065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:29.452126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:29.509685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:29.510356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:29.510434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:29.510466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:29.626938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:29.627067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:29.627105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:29.627141] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:29.630582] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-29T20:31:29.630849] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-29T20:31:29.630975] [INFO ] [sig       ] SFIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:29.770558] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SFIX.txt
[2025-12-29T20:31:29.770695] [INFO ] [sig       ] [2836/3546] Completed SFIX in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:29.770736] [INFO ] [sig       ] [2837/3546] Forecasting SFL...
[2025-12-29T20:31:29.770766] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-29T20:31:29.770796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-29T20:31:29.781825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-29T20:31:29.782129] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-29T20:31:29.782946] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-29T20:31:29.782998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:29.783031] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:29.783059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:29.783117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:29.841696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:29.842343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:29.842423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:29.842456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:29.968708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:29.968873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:29.968950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:29.968991] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:29.972423] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-29T20:31:29.972719] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-29T20:31:29.972846] [INFO ] [sig       ] SFL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:30.111719] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SFL.txt
[2025-12-29T20:31:30.111836] [INFO ] [sig       ] [2837/3546] Completed SFL in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:30.111874] [INFO ] [sig       ] [2838/3546] Forecasting SFLO...
[2025-12-29T20:31:30.111903] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-29T20:31:30.111932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-29T20:31:30.123233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-29T20:31:30.123544] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-29T20:31:30.124392] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-29T20:31:30.124446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:30.124490] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:30.124520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:30.124601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:30.181569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:30.182178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:30.182257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:30.182288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:30.306809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:30.306914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:30.306950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:30.306978] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:30.310115] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-12-29T20:31:30.310376] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-29T20:31:30.310498] [INFO ] [sig       ] SFLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:30.453605] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SFLO.txt
[2025-12-29T20:31:30.453782] [INFO ] [sig       ] [2838/3546] Completed SFLO in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:30.453826] [INFO ] [sig       ] [2839/3546] Forecasting SFM...
[2025-12-29T20:31:30.453855] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-29T20:31:30.453886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-29T20:31:30.465857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-29T20:31:30.466138] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-29T20:31:30.466974] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-29T20:31:30.467026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:30.467057] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:30.467083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:30.467141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:30.523556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:30.524204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:30.524285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:30.524316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:30.643701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:30.643877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:30.643920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:30.643949] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:30.647389] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-29T20:31:30.647683] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-29T20:31:30.647814] [INFO ] [sig       ] SFM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:30.791326] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SFM.txt
[2025-12-29T20:31:30.791461] [INFO ] [sig       ] [2839/3546] Completed SFM in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:30.791501] [INFO ] [sig       ] [2840/3546] Forecasting SFNC...
[2025-12-29T20:31:30.791530] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-29T20:31:30.791562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-29T20:31:30.803069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-29T20:31:30.803372] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-29T20:31:30.804176] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-29T20:31:30.804227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:30.804258] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:30.804284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:30.804340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:30.860734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:30.861385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:30.861463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:30.861495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:30.984109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:30.984263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:30.984304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:30.984332] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:30.987702] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-29T20:31:30.987971] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-29T20:31:30.988093] [INFO ] [sig       ] SFNC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:31.130681] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SFNC.txt
[2025-12-29T20:31:31.130828] [INFO ] [sig       ] [2840/3546] Completed SFNC in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-29T20:31:31.130874] [INFO ] [sig       ] [2841/3546] Forecasting SG...
[2025-12-29T20:31:31.130905] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-29T20:31:31.130935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-29T20:31:31.142192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-29T20:31:31.142469] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-29T20:31:31.143305] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-29T20:31:31.143357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:31.143388] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:31.143415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:31.143473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:31.202394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:31.203147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:31.203251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:31.203284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:31.322921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:31.323073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:31.323111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:31.323139] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:31.326464] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-12-29T20:31:31.326752] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-29T20:31:31.326881] [INFO ] [sig       ] SG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:31.467075] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SG.txt
[2025-12-29T20:31:31.467234] [INFO ] [sig       ] [2841/3546] Completed SG in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-29T20:31:31.467273] [INFO ] [sig       ] [2842/3546] Forecasting SGBX...
[2025-12-29T20:31:31.467311] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-29T20:31:31.467342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-29T20:31:31.478292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-29T20:31:31.478645] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-29T20:31:31.479479] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-29T20:31:31.479533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:31.479565] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:31.479619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:31.479678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:31.535883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:31.536748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:31.536830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:31.536862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:31.654122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:31.654287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:31.654328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:31.654358] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:31.657824] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-29T20:31:31.658103] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-29T20:31:31.658232] [INFO ] [sig       ] SGBX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:31.817517] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SGBX.txt
[2025-12-29T20:31:31.817661] [INFO ] [sig       ] [2842/3546] Completed SGBX in 0.4s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-29T20:31:31.817701] [INFO ] [sig       ] [2843/3546] Forecasting SGC...
[2025-12-29T20:31:31.817730] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-29T20:31:31.817762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-29T20:31:31.830915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-29T20:31:31.831274] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-29T20:31:31.832108] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-29T20:31:31.832159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:31.832191] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:31.832217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:31.832274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:31.889650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:31.890557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:31.890663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:31.890697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:32.008904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:32.009070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:32.009110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:32.009138] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:32.012659] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-29T20:31:32.012958] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-29T20:31:32.013094] [INFO ] [sig       ] SGC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:32.151959] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SGC.txt
[2025-12-29T20:31:32.152108] [INFO ] [sig       ] [2843/3546] Completed SGC in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-29T20:31:32.152147] [INFO ] [sig       ] [2844/3546] Forecasting SGHC...
[2025-12-29T20:31:32.152177] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-29T20:31:32.152208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-29T20:31:32.163945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-29T20:31:32.164234] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-29T20:31:32.165045] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-29T20:31:32.165099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:32.165131] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:32.165156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:32.165212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:32.222356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:32.222976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:32.223056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:32.223087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:32.345409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:32.345521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:32.345559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:32.345614] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:32.352109] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2025-12-29T20:31:32.352472] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-29T20:31:32.352624] [INFO ] [sig       ] SGHC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:32.493551] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SGHC.txt
[2025-12-29T20:31:32.493720] [INFO ] [sig       ] [2844/3546] Completed SGHC in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-29T20:31:32.493762] [INFO ] [sig       ] [2845/3546] Forecasting SGRY...
[2025-12-29T20:31:32.493790] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-29T20:31:32.493819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-29T20:31:32.504930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-29T20:31:32.505237] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-29T20:31:32.506092] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-29T20:31:32.506146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:32.506180] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:32.506208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:32.506275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:32.563490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:32.564123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:32.564200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:32.564231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:32.683602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:32.683725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:32.683761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:32.683828] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:32.687069] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-29T20:31:32.687334] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-29T20:31:32.687458] [INFO ] [sig       ] SGRY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:32.825964] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SGRY.txt
[2025-12-29T20:31:32.826084] [INFO ] [sig       ] [2845/3546] Completed SGRY in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-29T20:31:32.826122] [INFO ] [sig       ] [2846/3546] Forecasting SHAK...
[2025-12-29T20:31:32.826151] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-29T20:31:32.826181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-29T20:31:32.837569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-29T20:31:32.837879] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-29T20:31:32.838698] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-29T20:31:32.838749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:32.838800] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:32.838832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:32.838892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:32.894862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:32.895446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:32.895520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:32.895552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:33.014566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:33.014690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:33.014726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:33.014754] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:33.017945] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-29T20:31:33.018209] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-29T20:31:33.018333] [INFO ] [sig       ] SHAK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:33.157907] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SHAK.txt
[2025-12-29T20:31:33.158034] [INFO ] [sig       ] [2846/3546] Completed SHAK in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-29T20:31:33.158073] [INFO ] [sig       ] [2847/3546] Forecasting SHBI...
[2025-12-29T20:31:33.158102] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-29T20:31:33.158130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-29T20:31:33.169926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-29T20:31:33.170210] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-29T20:31:33.171021] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-29T20:31:33.171073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:33.171105] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:33.171132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:33.171189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:33.228933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:33.229529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:33.229629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:33.229677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:33.349724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:33.349839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:33.349876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:33.349905] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:33.353179] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-29T20:31:33.353450] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-29T20:31:33.353599] [INFO ] [sig       ] SHBI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:33.493500] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SHBI.txt
[2025-12-29T20:31:33.493638] [INFO ] [sig       ] [2847/3546] Completed SHBI in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:33.493685] [INFO ] [sig       ] [2848/3546] Forecasting SHC...
[2025-12-29T20:31:33.493715] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-29T20:31:33.493748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-29T20:31:33.505159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-29T20:31:33.505442] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-29T20:31:33.506275] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-29T20:31:33.506327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:33.506387] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:33.506415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:33.506475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:33.563688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:33.564314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:33.564393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:33.564426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:33.682590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:33.682705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:33.682741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:33.682769] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:33.686055] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-29T20:31:33.686333] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-29T20:31:33.686460] [INFO ] [sig       ] SHC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:33.831226] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SHC.txt
[2025-12-29T20:31:33.831405] [INFO ] [sig       ] [2848/3546] Completed SHC in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:33.831447] [INFO ] [sig       ] [2849/3546] Forecasting SHCO...
[2025-12-29T20:31:33.831477] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-29T20:31:33.831507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-29T20:31:33.843318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-29T20:31:33.843627] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-29T20:31:33.844463] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-29T20:31:33.844516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:33.844548] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:33.844592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:33.844664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:33.901308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:33.902053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:33.902135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:33.902166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:34.022967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:34.023141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:34.023182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:34.023209] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:34.026681] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2025-12-29T20:31:34.026955] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-29T20:31:34.027079] [INFO ] [sig       ] SHCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:34.165477] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SHCO.txt
[2025-12-29T20:31:34.165621] [INFO ] [sig       ] [2849/3546] Completed SHCO in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:34.165663] [INFO ] [sig       ] [2850/3546] Forecasting SHEL...
[2025-12-29T20:31:34.165692] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-29T20:31:34.165721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-29T20:31:34.180169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-29T20:31:34.180594] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-29T20:31:34.181539] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-29T20:31:34.181619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:34.181656] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:34.181687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:34.181759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:34.239171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:34.240094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:34.240178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:34.240210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:34.358913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:34.359080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:34.359119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:34.359147] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:34.362479] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-29T20:31:34.362770] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-29T20:31:34.362898] [INFO ] [sig       ] SHEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:34.501033] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SHEL.txt
[2025-12-29T20:31:34.501213] [INFO ] [sig       ] [2850/3546] Completed SHEL in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:34.501251] [INFO ] [sig       ] [2851/3546] Forecasting SHEN...
[2025-12-29T20:31:34.501281] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-29T20:31:34.501314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-29T20:31:34.512951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-29T20:31:34.513278] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-29T20:31:34.514087] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-29T20:31:34.514139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:34.514169] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:34.514195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:34.514251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:34.570408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:34.571290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:34.571375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:34.571406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:34.689038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:34.689209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:34.689247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:34.689311] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:34.692690] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-29T20:31:34.692965] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-29T20:31:34.693091] [INFO ] [sig       ] SHEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:34.833361] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SHEN.txt
[2025-12-29T20:31:34.833516] [INFO ] [sig       ] [2851/3546] Completed SHEN in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:34.833557] [INFO ] [sig       ] [2852/3546] Forecasting SHFS...
[2025-12-29T20:31:34.833617] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-29T20:31:34.833650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-29T20:31:34.844438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-29T20:31:34.844767] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-29T20:31:34.845546] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-29T20:31:34.845616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:34.845649] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:34.845681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:34.845739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:34.905470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:34.906257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:34.906336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:34.906368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:35.017565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:35.017713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:35.017749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:35.017778] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:35.021013] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-29T20:31:35.021281] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-29T20:31:35.021406] [INFO ] [sig       ] SHFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:35.160379] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SHFS.txt
[2025-12-29T20:31:35.160492] [INFO ] [sig       ] [2852/3546] Completed SHFS in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:35.160530] [INFO ] [sig       ] [2853/3546] Forecasting SHG...
[2025-12-29T20:31:35.160560] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-29T20:31:35.160614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-29T20:31:35.172203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-29T20:31:35.172469] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-29T20:31:35.173276] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-29T20:31:35.173328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:35.173359] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:35.173386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:35.173444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:35.229518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:35.230141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:35.230219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:35.230251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:35.351594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:35.351710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:35.351745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:35.351774] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:35.354968] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-29T20:31:35.355232] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-29T20:31:35.355356] [INFO ] [sig       ] SHG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:35.494921] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SHG.txt
[2025-12-29T20:31:35.495027] [INFO ] [sig       ] [2853/3546] Completed SHG in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:35.495064] [INFO ] [sig       ] [2854/3546] Forecasting SHIP...
[2025-12-29T20:31:35.495093] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-29T20:31:35.495122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-29T20:31:35.506505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-29T20:31:35.506788] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-29T20:31:35.507549] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-29T20:31:35.507619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:35.507651] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:35.507678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:35.507736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:35.564413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:35.565011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:35.565086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:35.565118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:35.686464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:35.686638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:35.686687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:35.686717] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:35.690066] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=52.60%)
[2025-12-29T20:31:35.690338] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-29T20:31:35.690461] [INFO ] [sig       ] SHIP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:35.829551] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SHIP.txt
[2025-12-29T20:31:35.829720] [INFO ] [sig       ] [2854/3546] Completed SHIP in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:35.829761] [INFO ] [sig       ] [2855/3546] Forecasting SHLS...
[2025-12-29T20:31:35.829790] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-29T20:31:35.829824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-29T20:31:35.842168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-29T20:31:35.842509] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-29T20:31:35.843367] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-29T20:31:35.843420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:35.843451] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:35.843477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:35.843543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:35.899926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:35.900618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:35.900701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:35.900731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:36.020176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:36.020366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:36.020411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:36.020440] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:36.023971] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-29T20:31:36.024273] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-29T20:31:36.024412] [INFO ] [sig       ] SHLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:36.165110] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SHLS.txt
[2025-12-29T20:31:36.165238] [INFO ] [sig       ] [2855/3546] Completed SHLS in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:36.165278] [INFO ] [sig       ] [2856/3546] Forecasting SHO...
[2025-12-29T20:31:36.165305] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-29T20:31:36.165333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-29T20:31:36.176284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-29T20:31:36.176554] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-29T20:31:36.177362] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-29T20:31:36.177414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:36.177446] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:36.177472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:36.177529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:36.233699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:36.234434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:36.234516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:36.234548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:36.354060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:36.354225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:36.354265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:36.354293] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:36.357679] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-12-29T20:31:36.357973] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-29T20:31:36.358106] [INFO ] [sig       ] SHO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:36.496217] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SHO.txt
[2025-12-29T20:31:36.496342] [INFO ] [sig       ] [2856/3546] Completed SHO in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:36.496380] [INFO ] [sig       ] [2857/3546] Forecasting SHOC...
[2025-12-29T20:31:36.496410] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-29T20:31:36.496438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-29T20:31:36.507348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-29T20:31:36.507623] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-29T20:31:36.508394] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-29T20:31:36.508445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:36.508475] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:36.508501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:36.508559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:36.564945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:36.565523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:36.565615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:36.565652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:36.675874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:36.676001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:36.676039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:36.676067] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:36.679319] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-12-29T20:31:36.679601] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-29T20:31:36.679724] [INFO ] [sig       ] SHOC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:36.822726] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SHOC.txt
[2025-12-29T20:31:36.822874] [INFO ] [sig       ] [2857/3546] Completed SHOC in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:36.822914] [INFO ] [sig       ] [2858/3546] Forecasting SHOO...
[2025-12-29T20:31:36.822943] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-29T20:31:36.822971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-29T20:31:36.834656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-29T20:31:36.834965] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-29T20:31:36.835830] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-29T20:31:36.835884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:36.835922] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:36.835951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:36.836011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:36.892427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:36.893182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:36.893308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:36.893343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:37.011743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:37.011889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:37.011928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:37.011956] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:37.015316] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-29T20:31:37.015600] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-29T20:31:37.015728] [INFO ] [sig       ] SHOO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:37.153748] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SHOO.txt
[2025-12-29T20:31:37.153870] [INFO ] [sig       ] [2858/3546] Completed SHOO in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-29T20:31:37.153909] [INFO ] [sig       ] [2859/3546] Forecasting SHOP...
[2025-12-29T20:31:37.153942] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-29T20:31:37.153970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-29T20:31:37.165891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-29T20:31:37.166195] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-29T20:31:37.167029] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-29T20:31:37.167082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:37.167116] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:37.167144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:37.167203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:37.224628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:37.225404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:37.225485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:37.225517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:37.347593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:37.347748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:37.347786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:37.347813] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:37.351219] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-29T20:31:37.351486] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-29T20:31:37.351629] [INFO ] [sig       ] SHOP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:37.489031] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SHOP.txt
[2025-12-29T20:31:37.489158] [INFO ] [sig       ] [2859/3546] Completed SHOP in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-29T20:31:37.489197] [INFO ] [sig       ] [2860/3546] Forecasting SHY...
[2025-12-29T20:31:37.489226] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-29T20:31:37.489255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-29T20:31:37.500524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-29T20:31:37.500843] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-29T20:31:37.501692] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-29T20:31:37.501747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:37.501779] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:37.501807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:37.501867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:37.559098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:37.563021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:37.563101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:37.563141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:37.686019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:37.686173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:37.686213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:37.686241] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:37.690794] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-12-29T20:31:37.691249] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-29T20:31:37.691435] [INFO ] [sig       ] SHY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:37.830487] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SHY.txt
[2025-12-29T20:31:37.830642] [INFO ] [sig       ] [2860/3546] Completed SHY in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-29T20:31:37.830684] [INFO ] [sig       ] [2861/3546] Forecasting SIBN...
[2025-12-29T20:31:37.830714] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-29T20:31:37.830742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-29T20:31:37.843037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-29T20:31:37.843303] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-29T20:31:37.844111] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-29T20:31:37.844163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:37.844194] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:37.844220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:37.844278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:37.901153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:37.902041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:37.902122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:37.902154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:38.021222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:38.021377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:38.021417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:38.021446] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:38.024916] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-12-29T20:31:38.025198] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-29T20:31:38.025335] [INFO ] [sig       ] SIBN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:38.169566] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SIBN.txt
[2025-12-29T20:31:38.169771] [INFO ] [sig       ] [2861/3546] Completed SIBN in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-29T20:31:38.169815] [INFO ] [sig       ] [2862/3546] Forecasting SID...
[2025-12-29T20:31:38.169845] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-29T20:31:38.169874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-29T20:31:38.181205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-29T20:31:38.181565] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-29T20:31:38.182418] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-29T20:31:38.182485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:38.182519] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:38.182548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:38.182627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:38.240687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:38.241627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:38.241711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:38.241743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:38.359619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:38.359752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:38.359792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:38.359819] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:38.363101] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-29T20:31:38.363375] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-29T20:31:38.363501] [INFO ] [sig       ] SID: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:38.505601] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SID.txt
[2025-12-29T20:31:38.505751] [INFO ] [sig       ] [2862/3546] Completed SID in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-29T20:31:38.505792] [INFO ] [sig       ] [2863/3546] Forecasting SIEB...
[2025-12-29T20:31:38.505821] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-29T20:31:38.505849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-29T20:31:38.517473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-29T20:31:38.517766] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-29T20:31:38.518560] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-29T20:31:38.518629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:38.518661] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:38.518688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:38.518747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:38.575306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:38.575931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:38.576029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:38.576062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:38.693220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:38.693373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:38.693417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:38.693445] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:38.696814] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-29T20:31:38.697083] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-29T20:31:38.697208] [INFO ] [sig       ] SIEB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:38.836769] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SIEB.txt
[2025-12-29T20:31:38.836911] [INFO ] [sig       ] [2863/3546] Completed SIEB in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-29T20:31:38.836949] [INFO ] [sig       ] [2864/3546] Forecasting SIFY...
[2025-12-29T20:31:38.836980] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-29T20:31:38.837011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-29T20:31:38.848405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-29T20:31:38.848743] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-29T20:31:38.849550] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-29T20:31:38.849622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:38.849654] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:38.849681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:38.849738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:38.908062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:38.908819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:38.908900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:38.908939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:39.027343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:39.027497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:39.027537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:39.027584] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:39.031018] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=37.85%)
[2025-12-29T20:31:39.031295] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-29T20:31:39.031420] [INFO ] [sig       ] SIFY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:39.173456] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SIFY.txt
[2025-12-29T20:31:39.173660] [INFO ] [sig       ] [2864/3546] Completed SIFY in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:39.173712] [INFO ] [sig       ] [2865/3546] Forecasting SIG...
[2025-12-29T20:31:39.173756] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-29T20:31:39.173795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-29T20:31:39.186199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-29T20:31:39.186528] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-29T20:31:39.187395] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-29T20:31:39.187449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:39.187509] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:39.187538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:39.187614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:39.248057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:39.248938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:39.249031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:39.249063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:39.365742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:39.365895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:39.365935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:39.365963] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:39.369438] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-29T20:31:39.369730] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-29T20:31:39.369859] [INFO ] [sig       ] SIG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:39.508617] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SIG.txt
[2025-12-29T20:31:39.508761] [INFO ] [sig       ] [2865/3546] Completed SIG in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:39.508840] [INFO ] [sig       ] [2866/3546] Forecasting SIGA...
[2025-12-29T20:31:39.508871] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-29T20:31:39.508901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-29T20:31:39.520030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-29T20:31:39.520303] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-29T20:31:39.521157] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-29T20:31:39.521211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:39.521244] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:39.521271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:39.521330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:39.578286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:39.578908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:39.578984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:39.579016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:39.699833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:39.699984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:39.700030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:39.700064] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:39.703417] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-29T20:31:39.703705] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-29T20:31:39.703829] [INFO ] [sig       ] SIGA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:39.843769] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SIGA.txt
[2025-12-29T20:31:39.843895] [INFO ] [sig       ] [2866/3546] Completed SIGA in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:39.843935] [INFO ] [sig       ] [2867/3546] Forecasting SIGI...
[2025-12-29T20:31:39.843965] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-29T20:31:39.843994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-29T20:31:39.855474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-29T20:31:39.855761] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-29T20:31:39.856535] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-29T20:31:39.856604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:39.856638] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:39.856665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:39.856721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:39.917362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:39.918112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:39.918196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:39.918230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:40.041445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:40.041663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:40.041715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:40.041746] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:40.045908] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-29T20:31:40.046315] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-29T20:31:40.046478] [INFO ] [sig       ] SIGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:40.199298] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SIGI.txt
[2025-12-29T20:31:40.199450] [INFO ] [sig       ] [2867/3546] Completed SIGI in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:40.199502] [INFO ] [sig       ] [2868/3546] Forecasting SII...
[2025-12-29T20:31:40.199535] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-29T20:31:40.199591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-29T20:31:40.211902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-29T20:31:40.212242] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-29T20:31:40.213086] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-29T20:31:40.213139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:40.213169] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:40.213194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:40.213251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:40.271891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:40.272684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:40.272769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:40.272801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:40.391383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:40.391540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:40.391599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:40.391662] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:40.395167] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-29T20:31:40.395470] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-29T20:31:40.395622] [INFO ] [sig       ] SII: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:40.538422] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SII.txt
[2025-12-29T20:31:40.538584] [INFO ] [sig       ] [2868/3546] Completed SII in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:40.538628] [INFO ] [sig       ] [2869/3546] Forecasting SIMO...
[2025-12-29T20:31:40.538656] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-29T20:31:40.538687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-29T20:31:40.550722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-29T20:31:40.551058] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-29T20:31:40.551888] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-29T20:31:40.551941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:40.551972] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:40.551999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:40.552055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:40.614355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:40.615287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:40.615372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:40.615410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:40.734378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:40.734533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:40.734611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:40.734644] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:40.738162] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-29T20:31:40.738466] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-29T20:31:40.738623] [INFO ] [sig       ] SIMO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:40.881637] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SIMO.txt
[2025-12-29T20:31:40.881786] [INFO ] [sig       ] [2869/3546] Completed SIMO in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:40.881844] [INFO ] [sig       ] [2870/3546] Forecasting SIRI...
[2025-12-29T20:31:40.881878] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-29T20:31:40.881907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-29T20:31:40.898088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-29T20:31:40.898590] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-29T20:31:40.899781] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-29T20:31:40.899851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:40.899898] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:40.899942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:40.900034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:40.964889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:40.965846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:40.965935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:40.965968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:41.088971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:41.089131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:41.089172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:41.089202] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:41.092728] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-29T20:31:41.093018] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-29T20:31:41.093149] [INFO ] [sig       ] SIRI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:41.235184] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SIRI.txt
[2025-12-29T20:31:41.235342] [INFO ] [sig       ] [2870/3546] Completed SIRI in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:41.235394] [INFO ] [sig       ] [2871/3546] Forecasting SITC...
[2025-12-29T20:31:41.235426] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-29T20:31:41.235456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-29T20:31:41.247177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-29T20:31:41.247560] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-29T20:31:41.248413] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-29T20:31:41.248467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:41.248499] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:41.248526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:41.248626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:41.305892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:41.306755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:41.306835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:41.306867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:41.424919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:41.425073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:41.425111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:41.425140] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:41.428487] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=60.49%)
[2025-12-29T20:31:41.428843] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-29T20:31:41.428981] [INFO ] [sig       ] SITC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:41.570299] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SITC.txt
[2025-12-29T20:31:41.570454] [INFO ] [sig       ] [2871/3546] Completed SITC in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:41.570493] [INFO ] [sig       ] [2872/3546] Forecasting SITE...
[2025-12-29T20:31:41.570523] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-29T20:31:41.570553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-29T20:31:41.581793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-29T20:31:41.582073] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-29T20:31:41.582872] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-29T20:31:41.582924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:41.582956] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:41.582982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:41.583040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:41.641139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:41.642004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:41.642090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:41.642123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:41.761670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:41.761833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:41.761874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:41.761901] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:41.765517] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=27.31%)
[2025-12-29T20:31:41.765857] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-29T20:31:41.765993] [INFO ] [sig       ] SITE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:41.909026] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SITE.txt
[2025-12-29T20:31:41.909201] [INFO ] [sig       ] [2872/3546] Completed SITE in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:41.909253] [INFO ] [sig       ] [2873/3546] Forecasting SITM...
[2025-12-29T20:31:41.909284] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-29T20:31:41.909314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-29T20:31:41.921356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-29T20:31:41.921745] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-29T20:31:41.922566] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-29T20:31:41.922637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:41.922682] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:41.922710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:41.922768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:41.982313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:41.983195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:41.983281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:41.983315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:42.112299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:42.112452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:42.112492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:42.112521] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:42.116016] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=17.62%)
[2025-12-29T20:31:42.116320] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-29T20:31:42.116453] [INFO ] [sig       ] SITM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:42.259782] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SITM.txt
[2025-12-29T20:31:42.259936] [INFO ] [sig       ] [2873/3546] Completed SITM in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:42.259975] [INFO ] [sig       ] [2874/3546] Forecasting SIXG...
[2025-12-29T20:31:42.260005] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-29T20:31:42.260039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-29T20:31:42.271464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-29T20:31:42.271861] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-29T20:31:42.272700] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-29T20:31:42.272753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:42.272784] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:42.272810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:42.272882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:42.332388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:42.333259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:42.333350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:42.333383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:42.453112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:42.453270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:42.453311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:42.453340] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:42.456859] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=45.18%)
[2025-12-29T20:31:42.457160] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-29T20:31:42.457296] [INFO ] [sig       ] SIXG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:42.602450] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SIXG.txt
[2025-12-29T20:31:42.602628] [INFO ] [sig       ] [2874/3546] Completed SIXG in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:42.602673] [INFO ] [sig       ] [2875/3546] Forecasting SJM...
[2025-12-29T20:31:42.602702] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-29T20:31:42.602732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-29T20:31:42.614591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-29T20:31:42.614975] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-29T20:31:42.615808] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-29T20:31:42.615863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:42.615896] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:42.615923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:42.615981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:42.675840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:42.676745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:42.676867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:42.676902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:42.796827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:42.796982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:42.797021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:42.797055] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:42.800476] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2025-12-29T20:31:42.800791] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-29T20:31:42.800921] [INFO ] [sig       ] SJM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:42.944926] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SJM.txt
[2025-12-29T20:31:42.945076] [INFO ] [sig       ] [2875/3546] Completed SJM in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-29T20:31:42.945114] [INFO ] [sig       ] [2876/3546] Forecasting SKE...
[2025-12-29T20:31:42.945144] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-29T20:31:42.945174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-29T20:31:42.956384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-29T20:31:42.956663] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-29T20:31:42.957433] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-29T20:31:42.957484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:42.957516] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:42.957542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:42.957624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:43.017756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:43.018629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:43.018711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:43.018744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:43.139510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:43.139674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:43.139714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:43.139742] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:43.143159] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-29T20:31:43.143474] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-29T20:31:43.143631] [INFO ] [sig       ] SKE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:43.285787] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SKE.txt
[2025-12-29T20:31:43.285937] [INFO ] [sig       ] [2876/3546] Completed SKE in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-29T20:31:43.285978] [INFO ] [sig       ] [2877/3546] Forecasting SKIL...
[2025-12-29T20:31:43.286015] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-29T20:31:43.286049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-29T20:31:43.297779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-29T20:31:43.298049] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-29T20:31:43.298904] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-29T20:31:43.298957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:43.298989] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:43.299015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:43.299074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:43.358124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:43.359034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:43.359122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:43.359154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:43.479188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:43.479339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:43.479378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:43.479405] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:43.482716] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-12-29T20:31:43.482985] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-29T20:31:43.483106] [INFO ] [sig       ] SKIL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:43.623772] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SKIL.txt
[2025-12-29T20:31:43.623915] [INFO ] [sig       ] [2877/3546] Completed SKIL in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-29T20:31:43.623955] [INFO ] [sig       ] [2878/3546] Forecasting SKIN...
[2025-12-29T20:31:43.623984] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-29T20:31:43.624014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-29T20:31:43.635207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-29T20:31:43.635566] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-29T20:31:43.636379] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-29T20:31:43.636431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:43.636462] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:43.636489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:43.636546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:43.693517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:43.694399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:43.694481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:43.694513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:43.817956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:43.818125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:43.818171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:43.818201] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:43.821718] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-29T20:31:43.822011] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-29T20:31:43.822163] [INFO ] [sig       ] SKIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:43.962924] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SKIN.txt
[2025-12-29T20:31:43.963075] [INFO ] [sig       ] [2878/3546] Completed SKIN in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-29T20:31:43.963114] [INFO ] [sig       ] [2879/3546] Forecasting SKLZ...
[2025-12-29T20:31:43.963146] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-29T20:31:43.963176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-29T20:31:43.975945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-29T20:31:43.976244] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-29T20:31:43.977045] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-29T20:31:43.977103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:43.977134] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:43.977160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:43.977217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:44.034399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:44.035247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:44.035327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:44.035360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:44.156815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:44.156969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:44.157009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:44.157037] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:44.160494] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=36.46%)
[2025-12-29T20:31:44.160811] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-29T20:31:44.160944] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:44.300826] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SKLZ.txt
[2025-12-29T20:31:44.300978] [INFO ] [sig       ] [2879/3546] Completed SKLZ in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-29T20:31:44.301017] [INFO ] [sig       ] [2880/3546] Forecasting SKM...
[2025-12-29T20:31:44.301047] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-29T20:31:44.301078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-29T20:31:44.312714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-29T20:31:44.312999] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-29T20:31:44.313786] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-29T20:31:44.313838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:44.313870] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:44.313897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:44.313954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:44.371471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:44.372374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:44.372466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:44.372500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:44.491646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:44.491804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:44.491844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:44.491892] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:44.495284] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-29T20:31:44.495567] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-29T20:31:44.495719] [INFO ] [sig       ] SKM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:44.636776] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SKM.txt
[2025-12-29T20:31:44.636932] [INFO ] [sig       ] [2880/3546] Completed SKM in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-29T20:31:44.636972] [INFO ] [sig       ] [2881/3546] Forecasting SKRE...
[2025-12-29T20:31:44.637001] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-29T20:31:44.637030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-29T20:31:44.648409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-29T20:31:44.648834] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-29T20:31:44.649664] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-29T20:31:44.649717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:44.649749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:44.649776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:44.649833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:44.705962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:44.706820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:44.706901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:44.706933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:44.821833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:44.822007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:44.822051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:44.822081] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:44.825605] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-29T20:31:44.825918] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-29T20:31:44.826050] [INFO ] [sig       ] SKRE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:45.023491] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SKRE.txt
[2025-12-29T20:31:45.023693] [INFO ] [sig       ] [2881/3546] Completed SKRE in 0.4s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:45.023735] [INFO ] [sig       ] [2882/3546] Forecasting SKWD...
[2025-12-29T20:31:45.023766] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-29T20:31:45.023795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-29T20:31:45.036605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-29T20:31:45.036919] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-29T20:31:45.037739] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-29T20:31:45.037792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:45.037848] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:45.037875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:45.037934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:45.094982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:45.095856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:45.095982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:45.096015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:45.213887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:45.214035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:45.214073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:45.214101] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:45.217405] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-29T20:31:45.217705] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-29T20:31:45.217832] [INFO ] [sig       ] SKWD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:45.357161] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SKWD.txt
[2025-12-29T20:31:45.357284] [INFO ] [sig       ] [2882/3546] Completed SKWD in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:45.357322] [INFO ] [sig       ] [2883/3546] Forecasting SKY...
[2025-12-29T20:31:45.357351] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-29T20:31:45.357379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-29T20:31:45.368618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-29T20:31:45.368900] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-29T20:31:45.369690] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-29T20:31:45.369742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:45.369773] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:45.369800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:45.369857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:45.427059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:45.427704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:45.427782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:45.427813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:45.553403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:45.553556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:45.553612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:45.553641] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:45.557018] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=51.66%)
[2025-12-29T20:31:45.557291] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-29T20:31:45.557411] [INFO ] [sig       ] SKY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:45.696530] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SKY.txt
[2025-12-29T20:31:45.696668] [INFO ] [sig       ] [2883/3546] Completed SKY in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:45.696707] [INFO ] [sig       ] [2884/3546] Forecasting SKYH...
[2025-12-29T20:31:45.696736] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-29T20:31:45.696764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-29T20:31:45.708421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-29T20:31:45.708710] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-29T20:31:45.709523] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-29T20:31:45.709591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:45.709627] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:45.709665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:45.709724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:45.766647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:45.767261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:45.767337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:45.767369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:45.883286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:45.883419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:45.883455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:45.883483] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:45.886757] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-12-29T20:31:45.887025] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-29T20:31:45.887146] [INFO ] [sig       ] SKYH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:46.026297] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SKYH.txt
[2025-12-29T20:31:46.026432] [INFO ] [sig       ] [2884/3546] Completed SKYH in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:46.026470] [INFO ] [sig       ] [2885/3546] Forecasting SKYX...
[2025-12-29T20:31:46.026500] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-29T20:31:46.026530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-29T20:31:46.038346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-29T20:31:46.038633] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-29T20:31:46.039441] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-29T20:31:46.039493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:46.039524] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:46.039549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:46.039625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:46.097805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:46.098403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:46.098478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:46.098510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:46.212991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:46.213142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:46.213181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:46.213246] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:46.216620] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=18.35%)
[2025-12-29T20:31:46.216892] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-29T20:31:46.217018] [INFO ] [sig       ] SKYX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:46.355987] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SKYX.txt
[2025-12-29T20:31:46.356112] [INFO ] [sig       ] [2885/3546] Completed SKYX in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:46.356152] [INFO ] [sig       ] [2886/3546] Forecasting SKYY...
[2025-12-29T20:31:46.356182] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-29T20:31:46.356212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-29T20:31:46.367623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-29T20:31:46.367886] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-29T20:31:46.368687] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-29T20:31:46.368740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:46.368790] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:46.368817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:46.368875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:46.425934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:46.426549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:46.426644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:46.426677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:46.546987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:46.547137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:46.547176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:46.547203] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:46.550515] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-29T20:31:46.550807] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-29T20:31:46.550930] [INFO ] [sig       ] SKYY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:46.691230] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SKYY.txt
[2025-12-29T20:31:46.691354] [INFO ] [sig       ] [2886/3546] Completed SKYY in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:46.691392] [INFO ] [sig       ] [2887/3546] Forecasting SLAB...
[2025-12-29T20:31:46.691421] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-29T20:31:46.691451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-29T20:31:46.702253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-29T20:31:46.702519] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-29T20:31:46.703324] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-29T20:31:46.703376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:46.703406] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:46.703432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:46.703490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:46.760339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:46.760983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:46.761060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:46.761092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:46.880182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:46.880323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:46.880360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:46.880388] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:46.883685] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-29T20:31:46.883950] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-29T20:31:46.884071] [INFO ] [sig       ] SLAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:47.023608] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SLAB.txt
[2025-12-29T20:31:47.023735] [INFO ] [sig       ] [2887/3546] Completed SLAB in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:47.023773] [INFO ] [sig       ] [2888/3546] Forecasting SLB...
[2025-12-29T20:31:47.023802] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-29T20:31:47.023841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-29T20:31:47.035099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-29T20:31:47.035389] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-29T20:31:47.036184] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-29T20:31:47.036236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:47.036268] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:47.036294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:47.036352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:47.093108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:47.093749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:47.093827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:47.093859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:47.211484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:47.211646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:47.211685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:47.211714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:47.215030] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-29T20:31:47.215300] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-29T20:31:47.215424] [INFO ] [sig       ] SLB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:47.356023] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLB.txt
[2025-12-29T20:31:47.356148] [INFO ] [sig       ] [2888/3546] Completed SLB in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:47.356187] [INFO ] [sig       ] [2889/3546] Forecasting SLDB...
[2025-12-29T20:31:47.356217] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-29T20:31:47.356246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-29T20:31:47.367212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-29T20:31:47.367489] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-29T20:31:47.368302] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-29T20:31:47.368356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:47.368388] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:47.368415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:47.368473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:47.425521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:47.426212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:47.426289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:47.426321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:47.542360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:47.542504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:47.542543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:47.542588] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:47.545909] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=81.89%)
[2025-12-29T20:31:47.546188] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-29T20:31:47.546308] [INFO ] [sig       ] SLDB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:47.685985] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLDB.txt
[2025-12-29T20:31:47.686117] [INFO ] [sig       ] [2889/3546] Completed SLDB in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:47.686161] [INFO ] [sig       ] [2890/3546] Forecasting SLDP...
[2025-12-29T20:31:47.686190] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-29T20:31:47.686220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-29T20:31:47.696923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-29T20:31:47.697193] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-29T20:31:47.697997] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-29T20:31:47.698049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:47.698080] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:47.698105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:47.698161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:47.755791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:47.756469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:47.756548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:47.756597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:47.872773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:47.872926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:47.872965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:47.872994] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:47.876308] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-29T20:31:47.876588] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-29T20:31:47.876713] [INFO ] [sig       ] SLDP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:48.017078] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SLDP.txt
[2025-12-29T20:31:48.017239] [INFO ] [sig       ] [2890/3546] Completed SLDP in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:48.017279] [INFO ] [sig       ] [2891/3546] Forecasting SLF...
[2025-12-29T20:31:48.017309] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-29T20:31:48.017338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-29T20:31:48.028967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-29T20:31:48.029325] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-29T20:31:48.030141] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-29T20:31:48.030194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:48.030225] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:48.030252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:48.030308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:48.087159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:48.088018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:48.088099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:48.088132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:48.213793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:48.213958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:48.213997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:48.214044] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:48.217893] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=69.82%)
[2025-12-29T20:31:48.218183] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-29T20:31:48.218323] [INFO ] [sig       ] SLF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:48.360369] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLF.txt
[2025-12-29T20:31:48.360513] [INFO ] [sig       ] [2891/3546] Completed SLF in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:48.360558] [INFO ] [sig       ] [2892/3546] Forecasting SLG...
[2025-12-29T20:31:48.360606] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-29T20:31:48.360638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-29T20:31:48.372339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-29T20:31:48.372665] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-29T20:31:48.373513] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-29T20:31:48.373589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:48.373625] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:48.373655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:48.373714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:48.433496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:48.434480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:48.434645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:48.434685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:48.570664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:48.570841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:48.570891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:48.570929] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:48.575391] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-29T20:31:48.575822] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-29T20:31:48.576003] [INFO ] [sig       ] SLG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:48.720947] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLG.txt
[2025-12-29T20:31:48.721086] [INFO ] [sig       ] [2892/3546] Completed SLG in 0.4s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:48.721125] [INFO ] [sig       ] [2893/3546] Forecasting SLGN...
[2025-12-29T20:31:48.721153] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-29T20:31:48.721183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-29T20:31:48.732488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-29T20:31:48.732810] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-29T20:31:48.733636] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-29T20:31:48.733689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:48.733721] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:48.733747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:48.733804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:48.791319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:48.792031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:48.792111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:48.792145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:48.908919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:48.909072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:48.909112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:48.909141] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:48.912544] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=76.41%)
[2025-12-29T20:31:48.912838] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-29T20:31:48.912968] [INFO ] [sig       ] SLGN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:49.057085] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLGN.txt
[2025-12-29T20:31:49.057239] [INFO ] [sig       ] [2893/3546] Completed SLGN in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-29T20:31:49.057278] [INFO ] [sig       ] [2894/3546] Forecasting SLM...
[2025-12-29T20:31:49.057308] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-29T20:31:49.057337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-29T20:31:49.068892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-29T20:31:49.069259] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-29T20:31:49.070090] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-29T20:31:49.070144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:49.070176] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:49.070204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:49.070263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:49.127903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:49.128810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:49.128895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:49.128927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:49.247378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:49.247530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:49.247587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:49.247620] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:49.251023] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-12-29T20:31:49.251298] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-29T20:31:49.251424] [INFO ] [sig       ] SLM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:49.398314] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLM.txt
[2025-12-29T20:31:49.398507] [INFO ] [sig       ] [2894/3546] Completed SLM in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-29T20:31:49.398561] [INFO ] [sig       ] [2895/3546] Forecasting SLN...
[2025-12-29T20:31:49.398620] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-29T20:31:49.398661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-29T20:31:49.412861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-29T20:31:49.413221] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-29T20:31:49.414220] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-29T20:31:49.414287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:49.414333] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:49.414373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:49.414458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:49.480596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:49.481456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:49.481539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:49.481601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:49.602771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:49.602923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:49.602963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:49.602993] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:49.606514] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-29T20:31:49.606820] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-29T20:31:49.606949] [INFO ] [sig       ] SLN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:49.747733] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SLN.txt
[2025-12-29T20:31:49.747889] [INFO ] [sig       ] [2895/3546] Completed SLN in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-29T20:31:49.747929] [INFO ] [sig       ] [2896/3546] Forecasting SLNO...
[2025-12-29T20:31:49.747959] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-29T20:31:49.747989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-29T20:31:49.759531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-29T20:31:49.759876] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-29T20:31:49.760705] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-29T20:31:49.760758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:49.760789] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:49.760816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:49.760874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:49.818141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:49.818885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:49.818963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:49.818995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:49.937984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:49.938124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:49.938163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:49.938191] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:49.941557] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-12-29T20:31:49.941842] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-29T20:31:49.941964] [INFO ] [sig       ] SLNO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:50.082652] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLNO.txt
[2025-12-29T20:31:50.082786] [INFO ] [sig       ] [2896/3546] Completed SLNO in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-29T20:31:50.082824] [INFO ] [sig       ] [2897/3546] Forecasting SLP...
[2025-12-29T20:31:50.082853] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-29T20:31:50.082884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-29T20:31:50.094327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-29T20:31:50.094657] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-29T20:31:50.095444] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-29T20:31:50.095506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:50.095538] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:50.095566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:50.095649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:50.152625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:50.153432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:50.153514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:50.153547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:50.271751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:50.271903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:50.271943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:50.271971] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:50.275299] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=38.57%)
[2025-12-29T20:31:50.275583] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-29T20:31:50.275709] [INFO ] [sig       ] SLP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:50.414278] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SLP.txt
[2025-12-29T20:31:50.414409] [INFO ] [sig       ] [2897/3546] Completed SLP in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-29T20:31:50.414447] [INFO ] [sig       ] [2898/3546] Forecasting SLQD...
[2025-12-29T20:31:50.414475] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-29T20:31:50.414504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-29T20:31:50.425737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-29T20:31:50.426063] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-29T20:31:50.426893] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-29T20:31:50.426946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:50.426980] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:50.427007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:50.427067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:50.484222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:50.484938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:50.485017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:50.485049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:50.599868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:50.600026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:50.600065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:50.600094] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:50.603454] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-29T20:31:50.603745] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-29T20:31:50.603873] [INFO ] [sig       ] SLQD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:50.742051] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLQD.txt
[2025-12-29T20:31:50.742203] [INFO ] [sig       ] [2898/3546] Completed SLQD in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-29T20:31:50.742241] [INFO ] [sig       ] [2899/3546] Forecasting SLRC...
[2025-12-29T20:31:50.742272] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-29T20:31:50.742301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-29T20:31:50.753827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-29T20:31:50.754159] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-29T20:31:50.754969] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-29T20:31:50.755021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:50.755079] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:50.755107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:50.755166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:50.811798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:50.812541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:50.812640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:50.812673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:50.935151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:50.935307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:50.935348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:50.935377] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:50.938814] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=39.21%)
[2025-12-29T20:31:50.939095] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-29T20:31:50.939227] [INFO ] [sig       ] SLRC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:51.083438] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SLRC.txt
[2025-12-29T20:31:51.083653] [INFO ] [sig       ] [2899/3546] Completed SLRC in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:51.083706] [INFO ] [sig       ] [2900/3546] Forecasting SLS...
[2025-12-29T20:31:51.083737] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-29T20:31:51.083773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-29T20:31:51.096466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-29T20:31:51.096864] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-29T20:31:51.098001] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-29T20:31:51.098055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:51.098087] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:51.098114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:51.098173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:51.155523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:51.156433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:51.156524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:51.156556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:51.274918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:51.275079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:51.275138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:51.275167] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:51.278718] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=62.47%)
[2025-12-29T20:31:51.279115] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-29T20:31:51.279279] [INFO ] [sig       ] SLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:51.420183] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SLS.txt
[2025-12-29T20:31:51.420324] [INFO ] [sig       ] [2900/3546] Completed SLS in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:51.420380] [INFO ] [sig       ] [2901/3546] Forecasting SLVM...
[2025-12-29T20:31:51.420415] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-29T20:31:51.420445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-29T20:31:51.432106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-29T20:31:51.432469] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-29T20:31:51.433311] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-29T20:31:51.433364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:51.433397] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:51.433425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:51.433482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:51.489963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:51.490760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:51.490842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:51.490876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:51.610868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:51.611022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:51.611061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:51.611088] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:51.614400] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-29T20:31:51.614688] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-29T20:31:51.614816] [INFO ] [sig       ] SLVM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:51.755498] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SLVM.txt
[2025-12-29T20:31:51.755670] [INFO ] [sig       ] [2901/3546] Completed SLVM in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:51.755712] [INFO ] [sig       ] [2902/3546] Forecasting SLVO...
[2025-12-29T20:31:51.755742] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-29T20:31:51.755772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-29T20:31:51.766992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-29T20:31:51.767345] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-29T20:31:51.768182] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-29T20:31:51.768235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:51.768266] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:51.768293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:51.768352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:51.824693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:51.825466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:51.825548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:51.825621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:51.947299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:51.947456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:51.947496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:51.947560] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:51.951054] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-12-29T20:31:51.951356] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-29T20:31:51.951494] [INFO ] [sig       ] SLVO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:52.089618] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SLVO.txt
[2025-12-29T20:31:52.089760] [INFO ] [sig       ] [2902/3546] Completed SLVO in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:52.089800] [INFO ] [sig       ] [2903/3546] Forecasting SLXN...
[2025-12-29T20:31:52.089830] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-29T20:31:52.089860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-29T20:31:52.101513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-29T20:31:52.101881] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-29T20:31:52.102702] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-29T20:31:52.102754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:52.102785] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:52.102811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:52.102870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:52.159177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:52.159941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:52.160023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:52.160054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:52.273156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:52.273322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:52.273362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:52.273390] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:52.276725] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-29T20:31:52.276992] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-29T20:31:52.277117] [INFO ] [sig       ] SLXN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:52.415093] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SLXN.txt
[2025-12-29T20:31:52.415234] [INFO ] [sig       ] [2903/3546] Completed SLXN in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:52.415272] [INFO ] [sig       ] [2904/3546] Forecasting SM...
[2025-12-29T20:31:52.415301] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-29T20:31:52.415330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-29T20:31:52.427359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-29T20:31:52.427712] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-29T20:31:52.428503] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-29T20:31:52.428555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:52.428609] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:52.428636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:52.428694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:52.485102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:52.485887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:52.485969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:52.486001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:52.604026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:52.604187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:52.604246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:52.604280] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:52.607696] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=50.72%)
[2025-12-29T20:31:52.607976] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-29T20:31:52.608102] [INFO ] [sig       ] SM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:52.747059] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SM.txt
[2025-12-29T20:31:52.747216] [INFO ] [sig       ] [2904/3546] Completed SM in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:52.747255] [INFO ] [sig       ] [2905/3546] Forecasting SMBC...
[2025-12-29T20:31:52.747287] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-29T20:31:52.747318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-29T20:31:52.758851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-29T20:31:52.759156] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-29T20:31:52.759971] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-29T20:31:52.760023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:52.760053] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:52.760079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:52.760137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:52.817484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:52.818398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:52.818484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:52.818517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:52.933425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:52.933592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:52.933633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:52.933661] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:52.936948] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=22.85%)
[2025-12-29T20:31:52.937217] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-29T20:31:52.937342] [INFO ] [sig       ] SMBC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:53.075255] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SMBC.txt
[2025-12-29T20:31:53.075384] [INFO ] [sig       ] [2905/3546] Completed SMBC in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:53.075422] [INFO ] [sig       ] [2906/3546] Forecasting SMBK...
[2025-12-29T20:31:53.075452] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-29T20:31:53.075480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-29T20:31:53.086607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-29T20:31:53.086916] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-29T20:31:53.087728] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-29T20:31:53.087781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:53.087812] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:53.087838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:53.087896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:53.144416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:53.145173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:53.145254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:53.145286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:53.266661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:53.266827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:53.266876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:53.266912] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:53.271015] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-29T20:31:53.271394] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-29T20:31:53.271561] [INFO ] [sig       ] SMBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:53.424390] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SMBK.txt
[2025-12-29T20:31:53.424598] [INFO ] [sig       ] [2906/3546] Completed SMBK in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:53.424653] [INFO ] [sig       ] [2907/3546] Forecasting SMCI...
[2025-12-29T20:31:53.424689] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-29T20:31:53.424731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-29T20:31:53.436507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-29T20:31:53.436876] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-29T20:31:53.437776] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-29T20:31:53.437844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:53.437880] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:53.437906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:53.437967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:53.500943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:53.501896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:53.501988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:53.502025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:53.636520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:53.636708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:53.636763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:53.636803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:53.640895] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-29T20:31:53.641234] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-29T20:31:53.641401] [INFO ] [sig       ] SMCI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:53.802008] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SMCI.txt
[2025-12-29T20:31:53.802166] [INFO ] [sig       ] [2907/3546] Completed SMCI in 0.4s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:53.802230] [INFO ] [sig       ] [2908/3546] Forecasting SMCX...
[2025-12-29T20:31:53.802266] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-29T20:31:53.802296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-29T20:31:53.815256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-29T20:31:53.815627] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-29T20:31:53.816451] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-29T20:31:53.816506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:53.816561] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:53.816618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:53.816680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:53.878351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:53.879287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:53.879374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:53.879406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:54.013216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:54.013372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:54.013412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:54.013441] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:54.016831] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-12-29T20:31:54.017113] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-29T20:31:54.017245] [INFO ] [sig       ] SMCX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:54.156358] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SMCX.txt
[2025-12-29T20:31:54.156511] [INFO ] [sig       ] [2908/3546] Completed SMCX in 0.4s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:54.156552] [INFO ] [sig       ] [2909/3546] Forecasting SMFG...
[2025-12-29T20:31:54.156601] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-29T20:31:54.156633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-29T20:31:54.168333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-29T20:31:54.168677] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-29T20:31:54.169528] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-29T20:31:54.169599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:54.169633] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:54.169660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:54.169717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:54.226185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:54.226991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:54.227104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:54.227137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:54.348603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:54.348758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:54.348824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:54.348852] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:54.352310] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=51.91%)
[2025-12-29T20:31:54.352606] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-29T20:31:54.352738] [INFO ] [sig       ] SMFG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:54.490848] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SMFG.txt
[2025-12-29T20:31:54.490990] [INFO ] [sig       ] [2909/3546] Completed SMFG in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:54.491029] [INFO ] [sig       ] [2910/3546] Forecasting SMH...
[2025-12-29T20:31:54.491058] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-29T20:31:54.491088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-29T20:31:54.502897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-29T20:31:54.503226] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-29T20:31:54.504039] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-29T20:31:54.504092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:54.504123] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:54.504149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:54.504208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:54.560666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:54.561428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:54.561509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:54.561541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:54.702786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:54.702977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:54.703034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:54.703076] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:54.707760] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=34.85%)
[2025-12-29T20:31:54.708120] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-29T20:31:54.708286] [INFO ] [sig       ] SMH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:54.854410] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SMH.txt
[2025-12-29T20:31:54.854564] [INFO ] [sig       ] [2910/3546] Completed SMH in 0.4s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:54.854623] [INFO ] [sig       ] [2911/3546] Forecasting SMHI...
[2025-12-29T20:31:54.854653] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-29T20:31:54.854682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-29T20:31:54.866225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-29T20:31:54.866771] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-29T20:31:54.867588] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-29T20:31:54.867641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:54.867672] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:54.867699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:54.867756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:54.923797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:54.924518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:54.924616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:54.924650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:55.036414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:55.036591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:55.036635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:55.036664] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:55.040085] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-12-29T20:31:55.040384] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-29T20:31:55.040517] [INFO ] [sig       ] SMHI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:55.181894] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SMHI.txt
[2025-12-29T20:31:55.182023] [INFO ] [sig       ] [2911/3546] Completed SMHI in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-29T20:31:55.182083] [INFO ] [sig       ] [2912/3546] Forecasting SMHX...
[2025-12-29T20:31:55.182114] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-29T20:31:55.182143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-29T20:31:55.193252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-29T20:31:55.193532] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-29T20:31:55.194326] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-29T20:31:55.194378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:55.194410] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:55.194437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:55.194493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:55.251452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:55.252201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:55.252282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:55.252314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:55.369071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:55.369201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:55.369238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:55.369265] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:55.372547] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-29T20:31:55.372843] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-29T20:31:55.372977] [INFO ] [sig       ] SMHX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:55.511247] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SMHX.txt
[2025-12-29T20:31:55.511397] [INFO ] [sig       ] [2912/3546] Completed SMHX in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-29T20:31:55.511437] [INFO ] [sig       ] [2913/3546] Forecasting SMID...
[2025-12-29T20:31:55.511465] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-29T20:31:55.511496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-29T20:31:55.521756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-29T20:31:55.522011] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-29T20:31:55.522811] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-29T20:31:55.522863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:55.522895] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:55.522921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:55.522979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:55.580295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:55.580923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:55.581003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:55.581034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:55.692852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:55.693012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:55.693052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:55.693081] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:55.696635] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2025-12-29T20:31:55.696915] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-29T20:31:55.697066] [INFO ] [sig       ] SMID: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:55.850078] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SMID.txt
[2025-12-29T20:31:55.850218] [INFO ] [sig       ] [2913/3546] Completed SMID in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-29T20:31:55.850257] [INFO ] [sig       ] [2914/3546] Forecasting SMPL...
[2025-12-29T20:31:55.850285] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-29T20:31:55.850316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-29T20:31:55.861719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-29T20:31:55.862101] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-29T20:31:55.862942] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-29T20:31:55.862994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:55.863026] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:55.863052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:55.863110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:55.918902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:55.919857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:55.919940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:55.919972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:56.036748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:56.036909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:56.036949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:56.036979] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:56.040439] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-29T20:31:56.040736] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-29T20:31:56.040868] [INFO ] [sig       ] SMPL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:56.179175] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SMPL.txt
[2025-12-29T20:31:56.179296] [INFO ] [sig       ] [2914/3546] Completed SMPL in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-29T20:31:56.179333] [INFO ] [sig       ] [2915/3546] Forecasting SMTC...
[2025-12-29T20:31:56.179365] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-29T20:31:56.179396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-29T20:31:56.191160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-29T20:31:56.191491] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-29T20:31:56.192318] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-29T20:31:56.192376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:56.192408] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:56.192434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:56.192491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:56.250266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:56.251084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:56.251170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:56.251203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:56.368054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:56.368220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:56.368262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:56.368308] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:56.371799] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2025-12-29T20:31:56.372083] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-29T20:31:56.372223] [INFO ] [sig       ] SMTC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:56.511479] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SMTC.txt
[2025-12-29T20:31:56.511656] [INFO ] [sig       ] [2915/3546] Completed SMTC in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-29T20:31:56.511698] [INFO ] [sig       ] [2916/3546] Forecasting SMTI...
[2025-12-29T20:31:56.511730] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-29T20:31:56.511764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-29T20:31:56.522288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-29T20:31:56.522600] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-29T20:31:56.523511] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-29T20:31:56.523563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:56.523635] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:56.523664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:56.523722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:56.580690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:56.581407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:56.581489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:56.581521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:56.697115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:56.697270] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:31:56.697312] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:56.697341] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:56.700788] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-12-29T20:31:56.701068] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-29T20:31:56.701194] [INFO ] [sig       ] SMTI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:56.842771] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SMTI.txt
[2025-12-29T20:31:56.842919] [INFO ] [sig       ] [2916/3546] Completed SMTI in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:56.842958] [INFO ] [sig       ] [2917/3546] Forecasting SMWB...
[2025-12-29T20:31:56.842989] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-29T20:31:56.843019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-29T20:31:56.853840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-29T20:31:56.854182] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-29T20:31:56.855035] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-29T20:31:56.855089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:56.855121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:56.855148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:56.855205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:56.914537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:56.915264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:56.915360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:56.915393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:57.033918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:57.034073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:57.034111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:57.034139] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:57.037519] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-29T20:31:57.037808] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-29T20:31:57.037936] [INFO ] [sig       ] SMWB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:57.176866] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SMWB.txt
[2025-12-29T20:31:57.177024] [INFO ] [sig       ] [2917/3546] Completed SMWB in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:57.177063] [INFO ] [sig       ] [2918/3546] Forecasting SMX...
[2025-12-29T20:31:57.177093] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-29T20:31:57.177122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-29T20:31:57.188176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-29T20:31:57.188527] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-29T20:31:57.189364] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-29T20:31:57.189421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:57.189453] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:57.189480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:57.189538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:57.246649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:57.247465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:57.247546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:57.247596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:57.345177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:57.345335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:57.345375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:57.345403] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:57.348738] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-29T20:31:57.349024] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-29T20:31:57.349150] [INFO ] [sig       ] SMX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:57.488717] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SMX.txt
[2025-12-29T20:31:57.488927] [INFO ] [sig       ] [2918/3546] Completed SMX in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:57.488974] [INFO ] [sig       ] [2919/3546] Forecasting SN...
[2025-12-29T20:31:57.489004] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-29T20:31:57.489036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-29T20:31:57.499910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-29T20:31:57.500216] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-29T20:31:57.501019] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-29T20:31:57.501071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:57.501103] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:57.501140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:57.501199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:57.558340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:57.559160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:57.559241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:57.559275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:57.683392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:57.683545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:57.683602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:57.683665] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:57.687162] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=77.95%)
[2025-12-29T20:31:57.687453] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-29T20:31:57.687605] [INFO ] [sig       ] SN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:57.828299] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SN.txt
[2025-12-29T20:31:57.828430] [INFO ] [sig       ] [2919/3546] Completed SN in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:57.828468] [INFO ] [sig       ] [2920/3546] Forecasting SNA...
[2025-12-29T20:31:57.828498] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-29T20:31:57.828526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-29T20:31:57.842906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-29T20:31:57.843328] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-29T20:31:57.844440] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-29T20:31:57.844508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:57.844551] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:57.844616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:57.844707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:57.905001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:57.905833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:57.905913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:57.905944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:58.026010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:58.026164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:58.026202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:58.026230] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:58.029631] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-12-29T20:31:58.029914] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-29T20:31:58.030048] [INFO ] [sig       ] SNA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:58.170511] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNA.txt
[2025-12-29T20:31:58.170707] [INFO ] [sig       ] [2920/3546] Completed SNA in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:58.170749] [INFO ] [sig       ] [2921/3546] Forecasting SNAP...
[2025-12-29T20:31:58.170781] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-29T20:31:58.170812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-29T20:31:58.182347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-29T20:31:58.182640] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-29T20:31:58.183448] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-29T20:31:58.183501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:58.183533] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:58.183559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:58.183645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:58.242083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:58.242778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:58.242859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:58.242891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:58.375215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:58.375372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:58.375420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:58.375451] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:58.378972] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=42.37%)
[2025-12-29T20:31:58.379268] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-29T20:31:58.379413] [INFO ] [sig       ] SNAP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:31:58.524283] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SNAP.txt
[2025-12-29T20:31:58.524447] [INFO ] [sig       ] [2921/3546] Completed SNAP in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:58.524488] [INFO ] [sig       ] [2922/3546] Forecasting SNCY...
[2025-12-29T20:31:58.524517] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-29T20:31:58.524549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-29T20:31:58.535947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-29T20:31:58.536292] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-29T20:31:58.537117] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-29T20:31:58.537170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:58.537201] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:58.537228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:58.537286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:58.594944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:58.595630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:58.595708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:58.595740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:58.716312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:58.716470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:58.716518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:58.716552] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:58.719956] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-12-29T20:31:58.720225] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-29T20:31:58.720349] [INFO ] [sig       ] SNCY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:58.863606] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNCY.txt
[2025-12-29T20:31:58.863772] [INFO ] [sig       ] [2922/3546] Completed SNCY in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:58.863811] [INFO ] [sig       ] [2923/3546] Forecasting SND...
[2025-12-29T20:31:58.863840] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-29T20:31:58.863876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-29T20:31:58.876078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-29T20:31:58.876475] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-29T20:31:58.877309] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-29T20:31:58.877366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:58.877400] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:58.877427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:58.877487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:58.935619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:58.936522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:58.936632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:58.936668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:59.066375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:59.066541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:59.066601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:59.066633] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:59.070110] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-29T20:31:59.070407] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-29T20:31:59.070544] [INFO ] [sig       ] SND: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:59.234879] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SND.txt
[2025-12-29T20:31:59.235042] [INFO ] [sig       ] [2923/3546] Completed SND in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:59.235083] [INFO ] [sig       ] [2924/3546] Forecasting SNDL...
[2025-12-29T20:31:59.235113] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-29T20:31:59.235143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-29T20:31:59.247788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-29T20:31:59.248194] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-29T20:31:59.249100] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-29T20:31:59.249157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:59.249188] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:59.249215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:59.249273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:59.319035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:59.320277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:59.320400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:59.320455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:59.478957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:59.479137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:59.479190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:59.479229] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:59.483146] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-29T20:31:59.483515] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-29T20:31:59.483696] [INFO ] [sig       ] SNDL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:31:59.694131] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNDL.txt
[2025-12-29T20:31:59.694379] [INFO ] [sig       ] [2924/3546] Completed SNDL in 0.5s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:31:59.694449] [INFO ] [sig       ] [2925/3546] Forecasting SNDX...
[2025-12-29T20:31:59.694504] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-29T20:31:59.694559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-29T20:31:59.710223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-29T20:31:59.710671] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-29T20:31:59.711596] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-29T20:31:59.711654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:31:59.711688] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:31:59.711716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:31:59.711775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:31:59.794068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:31:59.795096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:31:59.795194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:31:59.795227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:31:59.964677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:31:59.964860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:31:59.964907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:31:59.964939] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:31:59.969089] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-29T20:31:59.969511] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-29T20:31:59.969715] [INFO ] [sig       ] SNDX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:00.136142] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SNDX.txt
[2025-12-29T20:32:00.136365] [INFO ] [sig       ] [2925/3546] Completed SNDX in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:32:00.136427] [INFO ] [sig       ] [2926/3546] Forecasting SNES...
[2025-12-29T20:32:00.136469] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-29T20:32:00.136507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-29T20:32:00.149784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-29T20:32:00.150271] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-29T20:32:00.151384] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-29T20:32:00.151447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:00.151480] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:00.151508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:00.151568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:00.215847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:00.216756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:00.216872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:00.216908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:00.335464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:00.335647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:00.335691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:00.335721] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:00.339738] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-29T20:32:00.340060] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-29T20:32:00.340205] [INFO ] [sig       ] SNES: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:00.484954] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SNES.txt
[2025-12-29T20:32:00.485124] [INFO ] [sig       ] [2926/3546] Completed SNES in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:32:00.485165] [INFO ] [sig       ] [2927/3546] Forecasting SNEX...
[2025-12-29T20:32:00.485197] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-29T20:32:00.485225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-29T20:32:00.496977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-29T20:32:00.497251] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-29T20:32:00.498052] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-29T20:32:00.498104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:00.498136] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:00.498162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:00.498219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:00.557328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:00.558013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:00.558097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:00.558139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:00.676664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:00.676816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:00.676855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:00.676883] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:00.680340] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-12-29T20:32:00.680638] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-29T20:32:00.680771] [INFO ] [sig       ] SNEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:00.822460] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNEX.txt
[2025-12-29T20:32:00.822597] [INFO ] [sig       ] [2927/3546] Completed SNEX in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:32:00.822638] [INFO ] [sig       ] [2928/3546] Forecasting SNFCA...
[2025-12-29T20:32:00.822668] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-29T20:32:00.822697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-29T20:32:00.833267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-29T20:32:00.833591] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-29T20:32:00.834404] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-29T20:32:00.834459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:00.834492] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:00.834519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:00.834595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:00.892817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:00.893489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:00.893587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:00.893624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:01.010457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:01.010605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:01.010643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:01.010671] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:01.013942] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-12-29T20:32:01.014211] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-29T20:32:01.014333] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:01.156791] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SNFCA.txt
[2025-12-29T20:32:01.156942] [INFO ] [sig       ] [2928/3546] Completed SNFCA in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-29T20:32:01.156981] [INFO ] [sig       ] [2929/3546] Forecasting SNGX...
[2025-12-29T20:32:01.157011] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-29T20:32:01.157040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-29T20:32:01.168660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-29T20:32:01.168952] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-29T20:32:01.169788] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-29T20:32:01.169840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:01.169872] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:01.169898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:01.169955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:01.227020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:01.227751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:01.227830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:01.227862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:01.346116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:01.346289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:01.346328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:01.347374] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:01.350847] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=64.98%)
[2025-12-29T20:32:01.351117] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-29T20:32:01.351244] [INFO ] [sig       ] SNGX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:01.490794] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNGX.txt
[2025-12-29T20:32:01.490929] [INFO ] [sig       ] [2929/3546] Completed SNGX in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-29T20:32:01.490969] [INFO ] [sig       ] [2930/3546] Forecasting SNN...
[2025-12-29T20:32:01.490999] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-29T20:32:01.491030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-29T20:32:01.501905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-29T20:32:01.502195] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-29T20:32:01.503004] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-29T20:32:01.503055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:01.503086] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:01.503112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:01.503180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:01.560239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:01.560912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:01.560990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:01.561022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:01.678860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:01.679011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:01.679050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:01.679078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:01.682410] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-12-29T20:32:01.682707] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-29T20:32:01.682834] [INFO ] [sig       ] SNN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:01.837727] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNN.txt
[2025-12-29T20:32:01.837922] [INFO ] [sig       ] [2930/3546] Completed SNN in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-29T20:32:01.837980] [INFO ] [sig       ] [2931/3546] Forecasting SNOA...
[2025-12-29T20:32:01.838027] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-29T20:32:01.838071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-29T20:32:01.850112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-29T20:32:01.850501] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-29T20:32:01.851461] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-29T20:32:01.851533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:01.851603] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:01.851647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:01.851732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:01.937460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:01.938729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:01.938919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:01.938969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:02.092494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:02.092681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:02.092722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:02.092752] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:02.096323] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-29T20:32:02.096641] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-29T20:32:02.096778] [INFO ] [sig       ] SNOA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:02.249304] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNOA.txt
[2025-12-29T20:32:02.249478] [INFO ] [sig       ] [2931/3546] Completed SNOA in 0.4s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-29T20:32:02.249527] [INFO ] [sig       ] [2932/3546] Forecasting SNPS...
[2025-12-29T20:32:02.249559] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-29T20:32:02.249610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-29T20:32:02.261857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-29T20:32:02.262299] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-29T20:32:02.263365] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-29T20:32:02.263451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:02.263502] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:02.263535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:02.263628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:02.325072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:02.326127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:02.326233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:02.326280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:02.448430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:02.448610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:02.448653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:02.448681] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:02.452090] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-12-29T20:32:02.452381] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-29T20:32:02.452513] [INFO ] [sig       ] SNPS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:02.597160] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNPS.txt
[2025-12-29T20:32:02.597327] [INFO ] [sig       ] [2932/3546] Completed SNPS in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-29T20:32:02.597369] [INFO ] [sig       ] [2933/3546] Forecasting SNTI...
[2025-12-29T20:32:02.597400] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-29T20:32:02.597430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-29T20:32:02.608464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-29T20:32:02.608873] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-29T20:32:02.609737] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-29T20:32:02.609817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:02.609852] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:02.609880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:02.609940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:02.667366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:02.668246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:02.668332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:02.668364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:02.792367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:02.792526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:02.792564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:02.792615] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:02.795989] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-12-29T20:32:02.796277] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-29T20:32:02.796409] [INFO ] [sig       ] SNTI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:02.936227] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNTI.txt
[2025-12-29T20:32:02.936379] [INFO ] [sig       ] [2933/3546] Completed SNTI in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:02.936420] [INFO ] [sig       ] [2934/3546] Forecasting SNX...
[2025-12-29T20:32:02.936451] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-29T20:32:02.936480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-29T20:32:02.947819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-29T20:32:02.948079] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-29T20:32:02.948899] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-29T20:32:02.948953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:02.948985] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:02.949011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:02.949068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:03.006540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:03.007155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:03.007233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:03.007264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:03.127388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:03.127541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:03.127598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:03.127629] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:03.130969] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-12-29T20:32:03.131235] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-29T20:32:03.131359] [INFO ] [sig       ] SNX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:03.270217] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNX.txt
[2025-12-29T20:32:03.270338] [INFO ] [sig       ] [2934/3546] Completed SNX in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:03.270379] [INFO ] [sig       ] [2935/3546] Forecasting SNY...
[2025-12-29T20:32:03.270407] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-29T20:32:03.270436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-29T20:32:03.281475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-29T20:32:03.281771] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-29T20:32:03.282545] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-29T20:32:03.282615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:03.282647] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:03.282674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:03.282730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:03.342242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:03.343097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:03.343182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:03.343215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:03.458274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:03.458415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:03.458455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:03.458483] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:03.461886] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-29T20:32:03.462152] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-29T20:32:03.462273] [INFO ] [sig       ] SNY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:03.602629] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SNY.txt
[2025-12-29T20:32:03.602761] [INFO ] [sig       ] [2935/3546] Completed SNY in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:03.602800] [INFO ] [sig       ] [2936/3546] Forecasting SO...
[2025-12-29T20:32:03.602831] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-29T20:32:03.602860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-29T20:32:03.614618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-29T20:32:03.614965] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-29T20:32:03.615789] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-29T20:32:03.615841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:03.615872] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:03.615899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:03.615956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:03.671987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:03.672669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:03.672749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:03.672781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:03.791871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:03.792013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:03.792051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:03.792111] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:03.795401] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-29T20:32:03.795691] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-29T20:32:03.795816] [INFO ] [sig       ] SO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:03.937040] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SO.txt
[2025-12-29T20:32:03.937170] [INFO ] [sig       ] [2936/3546] Completed SO in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:03.937209] [INFO ] [sig       ] [2937/3546] Forecasting SOCL...
[2025-12-29T20:32:03.937239] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-29T20:32:03.937269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-29T20:32:03.948117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-29T20:32:03.948377] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-29T20:32:03.949203] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-29T20:32:03.949256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:03.949286] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:03.949313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:03.949370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:04.006214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:04.006824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:04.006900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:04.006930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:04.109117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:04.109248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:04.109285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:04.109312] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:04.112548] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-12-29T20:32:04.112851] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-29T20:32:04.112978] [INFO ] [sig       ] SOCL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:04.253528] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SOCL.txt
[2025-12-29T20:32:04.253670] [INFO ] [sig       ] [2937/3546] Completed SOCL in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:04.253710] [INFO ] [sig       ] [2938/3546] Forecasting SOFI...
[2025-12-29T20:32:04.253739] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-29T20:32:04.253768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-29T20:32:04.265123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-29T20:32:04.265409] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-29T20:32:04.266200] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-29T20:32:04.266252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:04.266285] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:04.266311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:04.266369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:04.326425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:04.327121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:04.327200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:04.327231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:04.446590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:04.446741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:04.446779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:04.446808] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:04.450118] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=81.23%)
[2025-12-29T20:32:04.450387] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-29T20:32:04.450508] [INFO ] [sig       ] SOFI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:04.589164] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SOFI.txt
[2025-12-29T20:32:04.589286] [INFO ] [sig       ] [2938/3546] Completed SOFI in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:04.589324] [INFO ] [sig       ] [2939/3546] Forecasting SOGP...
[2025-12-29T20:32:04.589352] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-29T20:32:04.589383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-29T20:32:04.600372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-29T20:32:04.600669] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-29T20:32:04.601436] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-29T20:32:04.601489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:04.601521] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:04.601548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:04.601628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:04.660381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:04.661241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:04.661323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:04.661357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:04.775107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:04.775262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:04.775316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:04.775347] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:04.778843] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-29T20:32:04.779139] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-29T20:32:04.779268] [INFO ] [sig       ] SOGP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:04.919875] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SOGP.txt
[2025-12-29T20:32:04.920033] [INFO ] [sig       ] [2939/3546] Completed SOGP in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:04.920072] [INFO ] [sig       ] [2940/3546] Forecasting SOJC...
[2025-12-29T20:32:04.920102] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-29T20:32:04.920132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-29T20:32:04.932387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-29T20:32:04.932854] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-29T20:32:04.933715] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-29T20:32:04.933768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:04.933800] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:04.933826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:04.933883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:04.991015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:04.991827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:04.991911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:04.991946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:05.113651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:05.113804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:05.113844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:05.113872] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:05.117337] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=51.51%)
[2025-12-29T20:32:05.117635] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-29T20:32:05.117766] [INFO ] [sig       ] SOJC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:05.261369] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SOJC.txt
[2025-12-29T20:32:05.261502] [INFO ] [sig       ] [2940/3546] Completed SOJC in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:05.261541] [INFO ] [sig       ] [2941/3546] Forecasting SOJD...
[2025-12-29T20:32:05.261587] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-29T20:32:05.261620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-29T20:32:05.272522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-29T20:32:05.272815] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-29T20:32:05.273605] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-29T20:32:05.273658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:05.273690] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:05.273717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:05.273774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:05.332834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:05.333558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:05.333661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:05.333695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:05.449526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:05.449700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:05.449738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:05.449768] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:05.453222] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-29T20:32:05.453508] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-29T20:32:05.453663] [INFO ] [sig       ] SOJD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:05.597499] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SOJD.txt
[2025-12-29T20:32:05.597661] [INFO ] [sig       ] [2941/3546] Completed SOJD in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:05.597703] [INFO ] [sig       ] [2942/3546] Forecasting SOJE...
[2025-12-29T20:32:05.597732] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-29T20:32:05.597762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-29T20:32:05.609214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-29T20:32:05.609565] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-29T20:32:05.610393] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-29T20:32:05.610447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:05.610480] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:05.610508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:05.610567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:05.669378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:05.670064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:05.670145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:05.670178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:05.787925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:05.788077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:05.788117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:05.788146] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:05.791648] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-29T20:32:05.791943] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-29T20:32:05.792070] [INFO ] [sig       ] SOJE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:05.943367] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SOJE.txt
[2025-12-29T20:32:05.943506] [INFO ] [sig       ] [2942/3546] Completed SOJE in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:05.943546] [INFO ] [sig       ] [2943/3546] Forecasting SON...
[2025-12-29T20:32:05.943595] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-29T20:32:05.943627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-29T20:32:05.954799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-29T20:32:05.955079] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-29T20:32:05.955884] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-29T20:32:05.955936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:05.955978] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:05.956007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:05.956065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:06.014709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:06.015510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:06.015640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:06.015675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:06.136527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:06.136694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:06.136735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:06.136765] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:06.140208] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-29T20:32:06.140480] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-29T20:32:06.140624] [INFO ] [sig       ] SON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:06.281197] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SON.txt
[2025-12-29T20:32:06.281337] [INFO ] [sig       ] [2943/3546] Completed SON in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:06.281377] [INFO ] [sig       ] [2944/3546] Forecasting SONO...
[2025-12-29T20:32:06.281406] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-29T20:32:06.281438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-29T20:32:06.292668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-29T20:32:06.292968] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-29T20:32:06.293788] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-29T20:32:06.293842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:06.293874] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:06.293900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:06.293959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:06.354659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:06.355638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:06.355734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:06.355768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:06.475764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:06.475919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:06.475961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:06.475989] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:06.479333] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-29T20:32:06.479621] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-29T20:32:06.479748] [INFO ] [sig       ] SONO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:06.618447] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SONO.txt
[2025-12-29T20:32:06.618610] [INFO ] [sig       ] [2944/3546] Completed SONO in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:06.618653] [INFO ] [sig       ] [2945/3546] Forecasting SOPA...
[2025-12-29T20:32:06.618683] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-29T20:32:06.618721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-29T20:32:06.630205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-29T20:32:06.630595] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-29T20:32:06.631424] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-29T20:32:06.631479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:06.631511] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:06.631539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:06.631620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:06.688912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:06.689699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:06.689780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:06.689812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:06.807473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:06.807642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:06.807681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:06.807709] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:06.811081] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=56.84%)
[2025-12-29T20:32:06.811351] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-29T20:32:06.811477] [INFO ] [sig       ] SOPA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:06.950290] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SOPA.txt
[2025-12-29T20:32:06.950423] [INFO ] [sig       ] [2945/3546] Completed SOPA in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-29T20:32:06.950463] [INFO ] [sig       ] [2946/3546] Forecasting SOPH...
[2025-12-29T20:32:06.950492] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-29T20:32:06.950520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-29T20:32:06.961841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-29T20:32:06.962242] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-29T20:32:06.963113] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-29T20:32:06.963168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:06.963200] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:06.963226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:06.963283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:07.028373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:07.029298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:07.029402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:07.029451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:07.151508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:07.151742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:07.151791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:07.151828] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:07.155247] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=46.06%)
[2025-12-29T20:32:07.155527] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-29T20:32:07.155672] [INFO ] [sig       ] SOPH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:07.295147] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SOPH.txt
[2025-12-29T20:32:07.295297] [INFO ] [sig       ] [2946/3546] Completed SOPH in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-29T20:32:07.295350] [INFO ] [sig       ] [2947/3546] Forecasting SOUN...
[2025-12-29T20:32:07.295381] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-29T20:32:07.295409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-29T20:32:07.306196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-29T20:32:07.306479] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-29T20:32:07.307306] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-29T20:32:07.307359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:07.307390] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:07.307417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:07.307474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:07.364723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:07.365430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:07.365509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:07.365542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:07.482427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:07.482596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:07.482637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:07.482666] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:07.485997] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-12-29T20:32:07.486268] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-29T20:32:07.486394] [INFO ] [sig       ] SOUN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:07.627153] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SOUN.txt
[2025-12-29T20:32:07.627308] [INFO ] [sig       ] [2947/3546] Completed SOUN in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-29T20:32:07.627348] [INFO ] [sig       ] [2948/3546] Forecasting SOXQ...
[2025-12-29T20:32:07.627377] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-29T20:32:07.627407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-29T20:32:07.638821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-29T20:32:07.639159] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-29T20:32:07.639966] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-29T20:32:07.640018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:07.640049] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:07.640076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:07.640133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:07.698246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:07.699143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:07.699227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:07.699260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:07.824233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:07.824391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:07.824431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:07.824461] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:07.827939] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-29T20:32:07.828217] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-29T20:32:07.828377] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:07.969323] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SOXQ.txt
[2025-12-29T20:32:07.969482] [INFO ] [sig       ] [2948/3546] Completed SOXQ in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-29T20:32:07.969523] [INFO ] [sig       ] [2949/3546] Forecasting SOXX...
[2025-12-29T20:32:07.969552] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-29T20:32:07.969598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-29T20:32:07.980655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-29T20:32:07.980961] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-29T20:32:07.981775] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-29T20:32:07.981827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:07.981859] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:07.981885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:07.981943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:08.038825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:08.039588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:08.039670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:08.039702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:08.162494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:08.162661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:08.162706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:08.162736] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:08.166186] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-12-29T20:32:08.166476] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-29T20:32:08.166626] [INFO ] [sig       ] SOXX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:08.307900] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SOXX.txt
[2025-12-29T20:32:08.308033] [INFO ] [sig       ] [2949/3546] Completed SOXX in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-29T20:32:08.308073] [INFO ] [sig       ] [2950/3546] Forecasting SPAI...
[2025-12-29T20:32:08.308102] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-29T20:32:08.308131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-29T20:32:08.319043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-29T20:32:08.319307] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-29T20:32:08.320115] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-29T20:32:08.320167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:08.320223] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:08.320251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:08.320309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:08.377703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:08.378406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:08.378487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:08.378519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:08.494476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:08.494643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:08.494703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:08.494732] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:08.498123] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-12-29T20:32:08.498390] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-29T20:32:08.498513] [INFO ] [sig       ] SPAI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:08.637466] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPAI.txt
[2025-12-29T20:32:08.637622] [INFO ] [sig       ] [2950/3546] Completed SPAI in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:08.637663] [INFO ] [sig       ] [2951/3546] Forecasting SPB...
[2025-12-29T20:32:08.637692] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-29T20:32:08.637721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-29T20:32:08.648710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-29T20:32:08.649010] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-29T20:32:08.649814] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-29T20:32:08.649866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:08.649898] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:08.649924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:08.649981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:08.707269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:08.708160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:08.708241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:08.708274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:08.829494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:08.829655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:08.829695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:08.829723] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:08.833184] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-29T20:32:08.833446] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-29T20:32:08.833587] [INFO ] [sig       ] SPB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:08.977280] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPB.txt
[2025-12-29T20:32:08.977425] [INFO ] [sig       ] [2951/3546] Completed SPB in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:08.977471] [INFO ] [sig       ] [2952/3546] Forecasting SPCB...
[2025-12-29T20:32:08.977501] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-29T20:32:08.977531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-29T20:32:08.989278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-29T20:32:08.989624] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-29T20:32:08.990457] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-29T20:32:08.990508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:08.990540] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:08.990566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:08.990650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:09.048002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:09.048821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:09.048919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:09.048952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:09.168362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:09.168515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:09.168553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:09.168598] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:09.171971] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-29T20:32:09.172236] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-29T20:32:09.172358] [INFO ] [sig       ] SPCB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:09.314098] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SPCB.txt
[2025-12-29T20:32:09.314235] [INFO ] [sig       ] [2952/3546] Completed SPCB in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:09.314273] [INFO ] [sig       ] [2953/3546] Forecasting SPCE...
[2025-12-29T20:32:09.314304] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-29T20:32:09.314333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-29T20:32:09.325436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-29T20:32:09.325745] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-29T20:32:09.326542] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-29T20:32:09.326611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:09.326644] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:09.326670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:09.326728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:09.383587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:09.384291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:09.384385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:09.384430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:09.501987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:09.502142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:09.502182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:09.502242] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:09.505701] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-29T20:32:09.505983] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-29T20:32:09.506112] [INFO ] [sig       ] SPCE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:09.647138] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPCE.txt
[2025-12-29T20:32:09.647273] [INFO ] [sig       ] [2953/3546] Completed SPCE in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:09.647314] [INFO ] [sig       ] [2954/3546] Forecasting SPE...
[2025-12-29T20:32:09.647343] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-29T20:32:09.647372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-29T20:32:09.658539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-29T20:32:09.658858] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-29T20:32:09.659660] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-29T20:32:09.659712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:09.659753] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:09.659781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:09.659838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:09.718735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:09.719477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:09.719561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:09.719612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:09.836691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:09.836837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:09.836876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:09.836906] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:09.840348] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-29T20:32:09.840656] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-29T20:32:09.840791] [INFO ] [sig       ] SPE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:09.987166] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPE.txt
[2025-12-29T20:32:09.987334] [INFO ] [sig       ] [2954/3546] Completed SPE in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:09.987384] [INFO ] [sig       ] [2955/3546] Forecasting SPFI...
[2025-12-29T20:32:09.987415] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-29T20:32:09.987445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-29T20:32:09.999057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-29T20:32:09.999404] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-29T20:32:10.000261] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-29T20:32:10.000315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:10.000346] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:10.000373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:10.000432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:10.058808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:10.059706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:10.059837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:10.059872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:10.177986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:10.178135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:10.178173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:10.178202] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:10.181624] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-29T20:32:10.181898] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-29T20:32:10.182021] [INFO ] [sig       ] SPFI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:10.322670] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPFI.txt
[2025-12-29T20:32:10.322825] [INFO ] [sig       ] [2955/3546] Completed SPFI in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:10.322865] [INFO ] [sig       ] [2956/3546] Forecasting SPG...
[2025-12-29T20:32:10.322893] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-29T20:32:10.322923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-29T20:32:10.334760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-29T20:32:10.335169] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-29T20:32:10.335999] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-29T20:32:10.336052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:10.336083] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:10.336109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:10.336167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:10.393951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:10.394859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:10.394946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:10.394979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:10.518943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:10.519090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:10.519129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:10.519156] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:10.522528] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=78.51%)
[2025-12-29T20:32:10.522816] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-29T20:32:10.522942] [INFO ] [sig       ] SPG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:10.666813] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPG.txt
[2025-12-29T20:32:10.667060] [INFO ] [sig       ] [2956/3546] Completed SPG in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:10.667116] [INFO ] [sig       ] [2957/3546] Forecasting SPGI...
[2025-12-29T20:32:10.667157] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-29T20:32:10.667188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-29T20:32:10.680067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-29T20:32:10.680453] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-29T20:32:10.681321] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-29T20:32:10.681374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:10.681405] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:10.681430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:10.681487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:10.739476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:10.740395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:10.740481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:10.740514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:10.860473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:10.860664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:10.860715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:10.860745] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:10.864245] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-12-29T20:32:10.864548] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-29T20:32:10.864700] [INFO ] [sig       ] SPGI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:11.005166] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPGI.txt
[2025-12-29T20:32:11.005320] [INFO ] [sig       ] [2957/3546] Completed SPGI in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:11.005361] [INFO ] [sig       ] [2958/3546] Forecasting SPH...
[2025-12-29T20:32:11.005397] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-29T20:32:11.005428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-29T20:32:11.017266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-29T20:32:11.017676] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-29T20:32:11.018468] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-29T20:32:11.018522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:11.018554] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:11.018607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:11.018668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:11.076298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:11.077170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:11.077279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:11.077315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:11.193886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:11.194040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:11.194078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:11.194106] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:11.197672] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-12-29T20:32:11.198004] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-29T20:32:11.198146] [INFO ] [sig       ] SPH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:11.339982] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SPH.txt
[2025-12-29T20:32:11.340118] [INFO ] [sig       ] [2958/3546] Completed SPH in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:11.340155] [INFO ] [sig       ] [2959/3546] Forecasting SPOK...
[2025-12-29T20:32:11.340185] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-29T20:32:11.340214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-29T20:32:11.351521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-29T20:32:11.351855] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-29T20:32:11.352759] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-29T20:32:11.352813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:11.352844] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:11.352871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:11.352929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:11.414113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:11.414935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:11.415024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:11.415059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:11.535203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:11.535372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:11.535412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:11.535441] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:11.538870] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-29T20:32:11.539143] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-29T20:32:11.539267] [INFO ] [sig       ] SPOK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:11.681035] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPOK.txt
[2025-12-29T20:32:11.681165] [INFO ] [sig       ] [2959/3546] Completed SPOK in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:11.681204] [INFO ] [sig       ] [2960/3546] Forecasting SPRC...
[2025-12-29T20:32:11.681233] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-29T20:32:11.681261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-29T20:32:11.691949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-29T20:32:11.692235] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-29T20:32:11.693074] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-29T20:32:11.693127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:11.693158] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:11.693186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:11.693243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:11.751827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:11.752741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:11.752854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:11.752889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:11.869519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:11.869687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:11.869730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:11.869762] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:11.873092] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-29T20:32:11.873363] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-29T20:32:11.873486] [INFO ] [sig       ] SPRC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:12.020149] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPRC.txt
[2025-12-29T20:32:12.020291] [INFO ] [sig       ] [2960/3546] Completed SPRC in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:12.020331] [INFO ] [sig       ] [2961/3546] Forecasting SPRO...
[2025-12-29T20:32:12.020361] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-29T20:32:12.020390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-29T20:32:12.031492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-29T20:32:12.031835] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-29T20:32:12.032754] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-29T20:32:12.032813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:12.032849] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:12.032880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:12.032956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:12.089673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:12.090399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:12.090478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:12.090511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:12.213559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:12.213745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:12.213785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:12.213838] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:12.217445] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-29T20:32:12.217739] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-29T20:32:12.217872] [INFO ] [sig       ] SPRO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:12.358815] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SPRO.txt
[2025-12-29T20:32:12.358986] [INFO ] [sig       ] [2961/3546] Completed SPRO in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:12.359026] [INFO ] [sig       ] [2962/3546] Forecasting SPRX...
[2025-12-29T20:32:12.359055] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-29T20:32:12.359084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-29T20:32:12.370737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-29T20:32:12.371147] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-29T20:32:12.372026] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-29T20:32:12.372080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:12.372112] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:12.372140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:12.372208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:12.430376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:12.431155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:12.431239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:12.431271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:12.549174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:12.549338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:12.549378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:12.549407] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:12.553171] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-12-29T20:32:12.553465] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-29T20:32:12.553616] [INFO ] [sig       ] SPRX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:12.697051] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPRX.txt
[2025-12-29T20:32:12.697196] [INFO ] [sig       ] [2962/3546] Completed SPRX in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:12.697234] [INFO ] [sig       ] [2963/3546] Forecasting SPRY...
[2025-12-29T20:32:12.697265] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-29T20:32:12.697294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-29T20:32:12.709036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-29T20:32:12.709389] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-29T20:32:12.710226] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-29T20:32:12.710279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:12.710311] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:12.710339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:12.710398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:12.769801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:12.770691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:12.770778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:12.770828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:12.896414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:12.896600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:12.896644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:12.896673] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:12.900189] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=75.53%)
[2025-12-29T20:32:12.900478] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-29T20:32:12.900621] [INFO ] [sig       ] SPRY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:13.041538] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPRY.txt
[2025-12-29T20:32:13.041719] [INFO ] [sig       ] [2963/3546] Completed SPRY in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-29T20:32:13.041760] [INFO ] [sig       ] [2964/3546] Forecasting SPSC...
[2025-12-29T20:32:13.041790] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-29T20:32:13.041820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-29T20:32:13.053231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-29T20:32:13.053562] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-29T20:32:13.054365] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-29T20:32:13.054418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:13.054449] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:13.054476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:13.054533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:13.113091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:13.113835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:13.113915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:13.113949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:13.232602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:13.232752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:13.232790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:13.232818] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:13.236117] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2025-12-29T20:32:13.236386] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-29T20:32:13.236511] [INFO ] [sig       ] SPSC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:13.377894] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SPSC.txt
[2025-12-29T20:32:13.378053] [INFO ] [sig       ] [2964/3546] Completed SPSC in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-29T20:32:13.378092] [INFO ] [sig       ] [2965/3546] Forecasting SPWH...
[2025-12-29T20:32:13.378122] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-29T20:32:13.378153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-29T20:32:13.389736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-29T20:32:13.390131] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-29T20:32:13.390989] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-29T20:32:13.391043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:13.391075] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:13.391102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:13.391174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:13.447941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:13.448774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:13.448858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:13.448891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:13.571808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:13.571962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:13.572011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:13.572050] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:13.575401] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-29T20:32:13.575697] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-29T20:32:13.575824] [INFO ] [sig       ] SPWH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:13.727644] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SPWH.txt
[2025-12-29T20:32:13.727802] [INFO ] [sig       ] [2965/3546] Completed SPWH in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-29T20:32:13.727843] [INFO ] [sig       ] [2966/3546] Forecasting SPXC...
[2025-12-29T20:32:13.727876] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-29T20:32:13.727908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-29T20:32:13.740241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-29T20:32:13.740597] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-29T20:32:13.741433] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-29T20:32:13.741494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:13.741531] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:13.741559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:13.741639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:13.804557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:13.805454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:13.805540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:13.805594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:13.939538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:13.939723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:13.939779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:13.939824] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:13.943293] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=13.46%)
[2025-12-29T20:32:13.943597] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-29T20:32:13.943742] [INFO ] [sig       ] SPXC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:14.087741] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SPXC.txt
[2025-12-29T20:32:14.087911] [INFO ] [sig       ] [2966/3546] Completed SPXC in 0.4s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-29T20:32:14.087953] [INFO ] [sig       ] [2967/3546] Forecasting SPXX...
[2025-12-29T20:32:14.087983] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-29T20:32:14.088013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-29T20:32:14.099095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-29T20:32:14.099404] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-29T20:32:14.100247] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-29T20:32:14.100300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:14.100359] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:14.100389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:14.100460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:14.157586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:14.158389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:14.158472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:14.158506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:14.279414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:14.279566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:14.279625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:14.279653] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:14.283020] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-12-29T20:32:14.283294] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-29T20:32:14.283421] [INFO ] [sig       ] SPXX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:14.426152] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SPXX.txt
[2025-12-29T20:32:14.426313] [INFO ] [sig       ] [2967/3546] Completed SPXX in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-29T20:32:14.426355] [INFO ] [sig       ] [2968/3546] Forecasting SQM...
[2025-12-29T20:32:14.426384] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-29T20:32:14.426412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-29T20:32:14.438155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-29T20:32:14.438471] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-29T20:32:14.439373] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-29T20:32:14.439431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:14.439467] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:14.439497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:14.439560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:14.497334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:14.498192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:14.498273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:14.498307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:14.621025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:14.621199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:14.621242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:14.621271] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:14.624986] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=64.55%)
[2025-12-29T20:32:14.625284] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-29T20:32:14.625431] [INFO ] [sig       ] SQM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:14.769211] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SQM.txt
[2025-12-29T20:32:14.769345] [INFO ] [sig       ] [2968/3546] Completed SQM in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:14.769386] [INFO ] [sig       ] [2969/3546] Forecasting SQNS...
[2025-12-29T20:32:14.769416] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-29T20:32:14.769445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-29T20:32:14.781356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-29T20:32:14.781739] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-29T20:32:14.782641] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-29T20:32:14.782696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:14.782729] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:14.782757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:14.782816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:14.840042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:14.840969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:14.841052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:14.841085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:14.953261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:14.953432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:14.953472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:14.953499] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:14.956905] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=23.10%)
[2025-12-29T20:32:14.957201] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-29T20:32:14.957339] [INFO ] [sig       ] SQNS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:15.097429] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SQNS.txt
[2025-12-29T20:32:15.097559] [INFO ] [sig       ] [2969/3546] Completed SQNS in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:15.097616] [INFO ] [sig       ] [2970/3546] Forecasting SQQQ...
[2025-12-29T20:32:15.097645] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-29T20:32:15.097675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-29T20:32:15.113373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-29T20:32:15.113867] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-29T20:32:15.114973] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-29T20:32:15.115040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:15.115082] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:15.115118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:15.115201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:15.176594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:15.177477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:15.177562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:15.177624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:15.297461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:15.297630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:15.297671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:15.297728] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:15.301152] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-29T20:32:15.301427] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-29T20:32:15.301553] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:15.443603] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SQQQ.txt
[2025-12-29T20:32:15.443768] [INFO ] [sig       ] [2970/3546] Completed SQQQ in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:15.443810] [INFO ] [sig       ] [2971/3546] Forecasting SRAD...
[2025-12-29T20:32:15.443839] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-29T20:32:15.443873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-29T20:32:15.456502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-29T20:32:15.456856] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-29T20:32:15.457718] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-29T20:32:15.457771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:15.457807] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:15.457833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:15.457898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:15.514694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:15.515337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:15.515430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:15.515463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:15.634051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:15.634208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:15.634247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:15.634275] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:15.637677] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-29T20:32:15.637959] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-29T20:32:15.638089] [INFO ] [sig       ] SRAD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:15.778385] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SRAD.txt
[2025-12-29T20:32:15.778539] [INFO ] [sig       ] [2971/3546] Completed SRAD in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:15.778597] [INFO ] [sig       ] [2972/3546] Forecasting SRBK...
[2025-12-29T20:32:15.778630] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-29T20:32:15.778659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-29T20:32:15.793828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-29T20:32:15.794302] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-29T20:32:15.795452] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-29T20:32:15.795520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:15.795566] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:15.795642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:15.795731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:15.864243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:15.865142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:15.865223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:15.865256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:15.982349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:15.982506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:15.982547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:15.982595] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:15.986099] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=30.21%)
[2025-12-29T20:32:15.986376] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-29T20:32:15.986503] [INFO ] [sig       ] SRBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:16.125357] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SRBK.txt
[2025-12-29T20:32:16.125489] [INFO ] [sig       ] [2972/3546] Completed SRBK in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:16.125530] [INFO ] [sig       ] [2973/3546] Forecasting SRCE...
[2025-12-29T20:32:16.125558] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-29T20:32:16.125606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-29T20:32:16.137615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-29T20:32:16.137932] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-29T20:32:16.138795] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-29T20:32:16.138848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:16.138879] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:16.138905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:16.138961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:16.194962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:16.195568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:16.195663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:16.195694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:16.314141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:16.314324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:16.314369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:16.314399] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:16.317918] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-12-29T20:32:16.318198] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-29T20:32:16.318321] [INFO ] [sig       ] SRCE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:16.455995] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SRCE.txt
[2025-12-29T20:32:16.456129] [INFO ] [sig       ] [2973/3546] Completed SRCE in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:16.456167] [INFO ] [sig       ] [2974/3546] Forecasting SRE...
[2025-12-29T20:32:16.456196] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-29T20:32:16.456226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-29T20:32:16.467948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-29T20:32:16.468246] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-29T20:32:16.469126] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-29T20:32:16.469178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:16.469209] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:16.469235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:16.469292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:16.526245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:16.527043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:16.527127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:16.527158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:16.643072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:16.643227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:16.643267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:16.643295] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:16.646616] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-29T20:32:16.646893] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-29T20:32:16.647015] [INFO ] [sig       ] SRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:16.784775] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SRE.txt
[2025-12-29T20:32:16.784908] [INFO ] [sig       ] [2974/3546] Completed SRE in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:16.784948] [INFO ] [sig       ] [2975/3546] Forecasting SREA...
[2025-12-29T20:32:16.784976] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-29T20:32:16.785004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-29T20:32:16.796450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-29T20:32:16.796751] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-29T20:32:16.797556] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-29T20:32:16.797626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:16.797659] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:16.797685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:16.797742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:16.854190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:16.854852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:16.854935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:16.854966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:16.970741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:16.970898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:16.970937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:16.970963] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:16.974276] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=40.89%)
[2025-12-29T20:32:16.974547] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-29T20:32:16.974691] [INFO ] [sig       ] SREA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:17.116695] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SREA.txt
[2025-12-29T20:32:17.116853] [INFO ] [sig       ] [2975/3546] Completed SREA in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:17.116894] [INFO ] [sig       ] [2976/3546] Forecasting SRFM...
[2025-12-29T20:32:17.116924] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-29T20:32:17.116953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-29T20:32:17.128205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-29T20:32:17.128533] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-29T20:32:17.129338] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-29T20:32:17.129390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:17.129420] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:17.129445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:17.129501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:17.185898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:17.186591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:17.186683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:17.186716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:17.303263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:17.303430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:17.303471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:17.303499] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:17.307074] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-29T20:32:17.307392] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-29T20:32:17.307539] [INFO ] [sig       ] SRFM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:17.451786] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SRFM.txt
[2025-12-29T20:32:17.451946] [INFO ] [sig       ] [2976/3546] Completed SRFM in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:17.451987] [INFO ] [sig       ] [2977/3546] Forecasting SRG...
[2025-12-29T20:32:17.452015] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-29T20:32:17.452045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-29T20:32:17.464520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-29T20:32:17.464972] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-29T20:32:17.465837] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-29T20:32:17.465902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:17.465941] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:17.465975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:17.466039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:17.525632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:17.526490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:17.526630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:17.526665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:17.647183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:17.647338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:17.647377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:17.647405] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:17.650806] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-29T20:32:17.651077] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-29T20:32:17.651203] [INFO ] [sig       ] SRG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:17.790496] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SRG.txt
[2025-12-29T20:32:17.790631] [INFO ] [sig       ] [2977/3546] Completed SRG in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:17.790673] [INFO ] [sig       ] [2978/3546] Forecasting SRI...
[2025-12-29T20:32:17.790702] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-29T20:32:17.790731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-29T20:32:17.805037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-29T20:32:17.805355] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-29T20:32:17.806167] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-29T20:32:17.806231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:17.806264] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:17.806290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:17.806348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:17.862988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:17.863619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:17.863699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:17.863731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:17.982045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:17.982204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:17.982244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:17.982273] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:17.985626] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-29T20:32:17.985897] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-29T20:32:17.986023] [INFO ] [sig       ] SRI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:18.125037] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SRI.txt
[2025-12-29T20:32:18.125199] [INFO ] [sig       ] [2978/3546] Completed SRI in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:18.125240] [INFO ] [sig       ] [2979/3546] Forecasting SRRK...
[2025-12-29T20:32:18.125268] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-29T20:32:18.125298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-29T20:32:18.137329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-29T20:32:18.137727] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-29T20:32:18.138526] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-29T20:32:18.138595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:18.138630] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:18.138658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:18.138729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:18.197726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:18.198536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:18.198638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:18.198673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:18.320272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:18.320427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:18.320468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:18.320497] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:18.323927] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=40.52%)
[2025-12-29T20:32:18.324202] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-29T20:32:18.324331] [INFO ] [sig       ] SRRK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:18.464608] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SRRK.txt
[2025-12-29T20:32:18.464746] [INFO ] [sig       ] [2979/3546] Completed SRRK in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:18.464786] [INFO ] [sig       ] [2980/3546] Forecasting SRTS...
[2025-12-29T20:32:18.464816] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-29T20:32:18.464847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-29T20:32:18.475984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-29T20:32:18.476261] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-29T20:32:18.477061] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-29T20:32:18.477112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:18.477144] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:18.477170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:18.477226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:18.534522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:18.535212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:18.535295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:18.535329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:18.655107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:18.655261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:18.655301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:18.655332] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:18.658815] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-12-29T20:32:18.659094] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-29T20:32:18.659221] [INFO ] [sig       ] SRTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:18.799739] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SRTS.txt
[2025-12-29T20:32:18.799909] [INFO ] [sig       ] [2980/3546] Completed SRTS in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:18.799951] [INFO ] [sig       ] [2981/3546] Forecasting SSB...
[2025-12-29T20:32:18.799979] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-29T20:32:18.800009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-29T20:32:18.811190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-29T20:32:18.811498] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-29T20:32:18.812317] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-29T20:32:18.812371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:18.812404] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:18.812432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:18.812491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:18.871287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:18.872041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:18.872123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:18.872156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:18.995896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:18.996049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:18.996089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:18.996117] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:18.999547] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-29T20:32:18.999940] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-29T20:32:19.000108] [INFO ] [sig       ] SSB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:19.144362] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SSB.txt
[2025-12-29T20:32:19.144515] [INFO ] [sig       ] [2981/3546] Completed SSB in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-29T20:32:19.144567] [INFO ] [sig       ] [2982/3546] Forecasting SSD...
[2025-12-29T20:32:19.144618] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-29T20:32:19.144648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-29T20:32:19.157599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-29T20:32:19.157997] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-29T20:32:19.158895] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-29T20:32:19.158951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:19.158984] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:19.159012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:19.159072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:19.217239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:19.217981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:19.218063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:19.218096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:19.336498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:19.336677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:19.336724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:19.336759] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:19.340192] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-12-29T20:32:19.340476] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-29T20:32:19.340625] [INFO ] [sig       ] SSD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:19.486532] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SSD.txt
[2025-12-29T20:32:19.486681] [INFO ] [sig       ] [2982/3546] Completed SSD in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-29T20:32:19.486722] [INFO ] [sig       ] [2983/3546] Forecasting SSL...
[2025-12-29T20:32:19.486750] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-29T20:32:19.486779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-29T20:32:19.498006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-29T20:32:19.498297] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-29T20:32:19.499120] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-29T20:32:19.499172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:19.499202] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:19.499228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:19.499284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:19.556590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:19.557307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:19.557388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:19.557420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:19.681763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:19.681936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:19.681983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:19.682013] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:19.685974] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-29T20:32:19.686378] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-29T20:32:19.686528] [INFO ] [sig       ] SSL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:19.832496] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SSL.txt
[2025-12-29T20:32:19.832672] [INFO ] [sig       ] [2983/3546] Completed SSL in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-29T20:32:19.832714] [INFO ] [sig       ] [2984/3546] Forecasting SSNC...
[2025-12-29T20:32:19.832742] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-29T20:32:19.832771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-29T20:32:19.844456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-29T20:32:19.844850] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-29T20:32:19.845712] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-29T20:32:19.845766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:19.845826] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:19.845855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:19.845914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:19.904021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:19.904843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:19.904924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:19.904956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:20.032621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:20.032781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:20.032821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:20.032850] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:20.036319] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-29T20:32:20.036619] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-29T20:32:20.036750] [INFO ] [sig       ] SSNC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:20.195016] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SSNC.txt
[2025-12-29T20:32:20.195152] [INFO ] [sig       ] [2984/3546] Completed SSNC in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-29T20:32:20.195192] [INFO ] [sig       ] [2985/3546] Forecasting SSP...
[2025-12-29T20:32:20.195220] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-29T20:32:20.195249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-29T20:32:20.207557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-29T20:32:20.207994] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-29T20:32:20.208933] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-29T20:32:20.208987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:20.209020] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:20.209047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:20.209105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:20.267375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:20.268079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:20.268162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:20.268194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:20.383639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:20.383802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:20.383859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:20.383889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:20.387244] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-29T20:32:20.387515] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-29T20:32:20.387658] [INFO ] [sig       ] SSP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:20.527651] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SSP.txt
[2025-12-29T20:32:20.527806] [INFO ] [sig       ] [2985/3546] Completed SSP in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:20.527847] [INFO ] [sig       ] [2986/3546] Forecasting SSRM...
[2025-12-29T20:32:20.527877] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-29T20:32:20.527906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-29T20:32:20.539869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-29T20:32:20.540242] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-29T20:32:20.541131] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-29T20:32:20.541184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:20.541217] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:20.541243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:20.541302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:20.600769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:20.601476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:20.601559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:20.601611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:20.717346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:20.717472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:20.717509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:20.717537] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:20.720908] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-29T20:32:20.721178] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-29T20:32:20.721300] [INFO ] [sig       ] SSRM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:20.860851] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SSRM.txt
[2025-12-29T20:32:20.861000] [INFO ] [sig       ] [2986/3546] Completed SSRM in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:20.861041] [INFO ] [sig       ] [2987/3546] Forecasting SSSS...
[2025-12-29T20:32:20.861070] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-29T20:32:20.861100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-29T20:32:20.872857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-29T20:32:20.873197] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-29T20:32:20.874089] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-29T20:32:20.874156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:20.874189] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:20.874216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:20.874275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:20.936780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:20.937819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:20.937912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:20.937948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:21.058522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:21.058706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:21.058746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:21.058814] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:21.062208] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-29T20:32:21.062499] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-29T20:32:21.062646] [INFO ] [sig       ] SSSS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:21.202422] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SSSS.txt
[2025-12-29T20:32:21.202557] [INFO ] [sig       ] [2987/3546] Completed SSSS in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:21.202616] [INFO ] [sig       ] [2988/3546] Forecasting SSTI...
[2025-12-29T20:32:21.202646] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-29T20:32:21.202676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-29T20:32:21.214159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-29T20:32:21.214417] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-29T20:32:21.215214] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-29T20:32:21.215266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:21.215297] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:21.215324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:21.215382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:21.272355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:21.273175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:21.273255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:21.273287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:21.391567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:21.391775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:21.391814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:21.391842] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:21.395185] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-12-29T20:32:21.395455] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-29T20:32:21.395596] [INFO ] [sig       ] SSTI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:21.536470] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SSTI.txt
[2025-12-29T20:32:21.536653] [INFO ] [sig       ] [2988/3546] Completed SSTI in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:21.536698] [INFO ] [sig       ] [2989/3546] Forecasting SSTK...
[2025-12-29T20:32:21.536727] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-29T20:32:21.536757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-29T20:32:21.548939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-29T20:32:21.549340] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-29T20:32:21.550152] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-29T20:32:21.550206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:21.550249] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:21.550277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:21.550336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:21.607481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:21.608374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:21.608460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:21.608493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:21.726585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:21.726734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:21.726774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:21.726803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:21.730247] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-29T20:32:21.730520] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-29T20:32:21.730665] [INFO ] [sig       ] SSTK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:21.879260] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SSTK.txt
[2025-12-29T20:32:21.879391] [INFO ] [sig       ] [2989/3546] Completed SSTK in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:21.879428] [INFO ] [sig       ] [2990/3546] Forecasting SSYS...
[2025-12-29T20:32:21.879458] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-29T20:32:21.879487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-29T20:32:21.890936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-29T20:32:21.891219] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-29T20:32:21.892035] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-29T20:32:21.892097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:21.892131] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:21.892158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:21.892215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:21.949635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:21.950306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:21.950384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:21.950416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:22.065977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:22.066131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:22.066171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:22.066199] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:22.069680] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-12-29T20:32:22.069976] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-29T20:32:22.070110] [INFO ] [sig       ] SSYS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:22.211646] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SSYS.txt
[2025-12-29T20:32:22.211784] [INFO ] [sig       ] [2990/3546] Completed SSYS in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:22.211823] [INFO ] [sig       ] [2991/3546] Forecasting STAA...
[2025-12-29T20:32:22.211852] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-29T20:32:22.211881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-29T20:32:22.223422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-29T20:32:22.223752] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-29T20:32:22.224525] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-29T20:32:22.224603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:22.224638] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:22.224664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:22.224722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:22.281462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:22.282165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:22.282246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:22.282279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:22.400885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:22.401032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:22.401071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:22.401099] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:22.404442] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=44.63%)
[2025-12-29T20:32:22.404732] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-29T20:32:22.404853] [INFO ] [sig       ] STAA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:22.548050] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STAA.txt
[2025-12-29T20:32:22.548185] [INFO ] [sig       ] [2991/3546] Completed STAA in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:22.548224] [INFO ] [sig       ] [2992/3546] Forecasting STAG...
[2025-12-29T20:32:22.548254] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-29T20:32:22.548282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-29T20:32:22.559964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-29T20:32:22.560252] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-29T20:32:22.561044] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-29T20:32:22.561096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:22.561128] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:22.561154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:22.561212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:22.618128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:22.619018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:22.619102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:22.619134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:22.741627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:22.741781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:22.741821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:22.741850] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:22.745178] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-12-29T20:32:22.745448] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-29T20:32:22.745595] [INFO ] [sig       ] STAG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:22.903862] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STAG.txt
[2025-12-29T20:32:22.903996] [INFO ] [sig       ] [2992/3546] Completed STAG in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:22.904042] [INFO ] [sig       ] [2993/3546] Forecasting STBA...
[2025-12-29T20:32:22.904072] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-29T20:32:22.904100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-29T20:32:22.914930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-29T20:32:22.915231] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-29T20:32:22.916033] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-29T20:32:22.916086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:22.916117] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:22.916143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:22.916201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:22.973039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:22.973719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:22.973797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:22.973829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:23.089258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:23.089415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:23.089455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:23.089484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:23.092850] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-29T20:32:23.093126] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-29T20:32:23.093253] [INFO ] [sig       ] STBA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:23.236482] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STBA.txt
[2025-12-29T20:32:23.236636] [INFO ] [sig       ] [2993/3546] Completed STBA in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:23.236678] [INFO ] [sig       ] [2994/3546] Forecasting STC...
[2025-12-29T20:32:23.236708] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-29T20:32:23.236738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-29T20:32:23.249343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-29T20:32:23.249775] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-29T20:32:23.250663] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-29T20:32:23.250717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:23.250750] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:23.250777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:23.250835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:23.309760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:23.310635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:23.310751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:23.310785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:23.435833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:23.436003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:23.436044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:23.436071] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:23.439715] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-12-29T20:32:23.440050] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-29T20:32:23.440213] [INFO ] [sig       ] STC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:23.592403] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STC.txt
[2025-12-29T20:32:23.592562] [INFO ] [sig       ] [2994/3546] Completed STC in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:23.592626] [INFO ] [sig       ] [2995/3546] Forecasting STE...
[2025-12-29T20:32:23.592658] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-29T20:32:23.592688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-29T20:32:23.605673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-29T20:32:23.606101] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-29T20:32:23.607139] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-29T20:32:23.607206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:23.607251] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:23.607289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:23.607370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:23.668679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:23.669608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:23.669702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:23.669735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:23.797983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:23.798167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:23.798216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:23.798247] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:23.802967] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=78.36%)
[2025-12-29T20:32:23.803385] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-29T20:32:23.803555] [INFO ] [sig       ] STE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:23.955442] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STE.txt
[2025-12-29T20:32:23.955617] [INFO ] [sig       ] [2995/3546] Completed STE in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:23.955662] [INFO ] [sig       ] [2996/3546] Forecasting STEL...
[2025-12-29T20:32:23.955693] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-29T20:32:23.955723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-29T20:32:23.967881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-29T20:32:23.968199] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-29T20:32:23.969041] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-29T20:32:23.969093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:23.969124] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:23.969149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:23.969206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:24.025630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:24.026255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:24.026334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:24.026365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:24.140437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:24.140609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:24.140650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:24.140696] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:24.144024] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-29T20:32:24.144291] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-29T20:32:24.144413] [INFO ] [sig       ] STEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:24.283662] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STEL.txt
[2025-12-29T20:32:24.283792] [INFO ] [sig       ] [2996/3546] Completed STEL in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:24.283830] [INFO ] [sig       ] [2997/3546] Forecasting STEM...
[2025-12-29T20:32:24.283858] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-29T20:32:24.283887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-29T20:32:24.294992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-29T20:32:24.295262] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-29T20:32:24.296056] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-29T20:32:24.296107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:24.296139] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:24.296165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:24.296222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:24.353828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:24.354438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:24.354516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:24.354547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:24.471132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:24.471262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:24.471299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:24.471328] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:24.474561] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-29T20:32:24.474844] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-29T20:32:24.474964] [INFO ] [sig       ] STEM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:24.614600] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STEM.txt
[2025-12-29T20:32:24.614745] [INFO ] [sig       ] [2997/3546] Completed STEM in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:24.614785] [INFO ] [sig       ] [2998/3546] Forecasting STEP...
[2025-12-29T20:32:24.614814] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-29T20:32:24.614843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-29T20:32:24.626206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-29T20:32:24.626483] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-29T20:32:24.627276] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-29T20:32:24.627328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:24.627359] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:24.627386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:24.627443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:24.684565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:24.685225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:24.685317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:24.685352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:24.804001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:24.804162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:24.804200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:24.804228] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:24.807645] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=62.02%)
[2025-12-29T20:32:24.807917] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-29T20:32:24.808042] [INFO ] [sig       ] STEP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:24.952135] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STEP.txt
[2025-12-29T20:32:24.952295] [INFO ] [sig       ] [2998/3546] Completed STEP in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-29T20:32:24.952334] [INFO ] [sig       ] [2999/3546] Forecasting STHO...
[2025-12-29T20:32:24.952367] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-29T20:32:24.952396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-29T20:32:24.964523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-29T20:32:24.964898] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-29T20:32:24.965725] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-29T20:32:24.965779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:24.965810] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:24.965838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:24.965896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:25.022047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:25.022968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:25.023053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:25.023086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:25.138654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:25.138833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:25.138873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:25.138901] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:25.142290] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-29T20:32:25.142595] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-29T20:32:25.142732] [INFO ] [sig       ] STHO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:25.282710] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STHO.txt
[2025-12-29T20:32:25.282869] [INFO ] [sig       ] [2999/3546] Completed STHO in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-29T20:32:25.282910] [INFO ] [sig       ] [3000/3546] Forecasting STI...
[2025-12-29T20:32:25.282939] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-29T20:32:25.282969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-29T20:32:25.294463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-29T20:32:25.294827] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-29T20:32:25.295636] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-29T20:32:25.295688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:25.295721] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:25.295760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:25.295818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:25.352128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:25.353001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:25.353086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:25.353118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:25.470446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:25.470616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:25.470657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:25.470686] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:25.474019] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-29T20:32:25.474296] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-29T20:32:25.474424] [INFO ] [sig       ] STI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:25.614026] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STI.txt
[2025-12-29T20:32:25.614179] [INFO ] [sig       ] [3000/3546] Completed STI in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-29T20:32:25.614219] [INFO ] [sig       ] [3001/3546] Forecasting STIM...
[2025-12-29T20:32:25.614247] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-29T20:32:25.614276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-29T20:32:25.625445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-29T20:32:25.625801] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-29T20:32:25.626609] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-29T20:32:25.626660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:25.626715] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:25.626743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:25.626801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:25.683745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:25.684552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:25.684651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:25.684684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:25.807350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:25.807545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:25.807602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:25.807633] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:25.811107] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-29T20:32:25.811392] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-29T20:32:25.811518] [INFO ] [sig       ] STIM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:25.953197] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STIM.txt
[2025-12-29T20:32:25.953355] [INFO ] [sig       ] [3001/3546] Completed STIM in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-29T20:32:25.953397] [INFO ] [sig       ] [3002/3546] Forecasting STK...
[2025-12-29T20:32:25.953426] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-29T20:32:25.953456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-29T20:32:25.964535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-29T20:32:25.964904] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-29T20:32:25.965718] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-29T20:32:25.965769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:25.965801] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:25.965827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:25.965884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:26.022270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:26.023144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:26.023227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:26.023259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:26.142610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:26.142764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:26.142803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:26.142833] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:26.146237] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-29T20:32:26.146539] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-29T20:32:26.146696] [INFO ] [sig       ] STK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:26.287145] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STK.txt
[2025-12-29T20:32:26.287304] [INFO ] [sig       ] [3002/3546] Completed STK in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:26.287345] [INFO ] [sig       ] [3003/3546] Forecasting STKH...
[2025-12-29T20:32:26.287375] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-29T20:32:26.287405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-29T20:32:26.298737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-29T20:32:26.299201] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-29T20:32:26.300056] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-29T20:32:26.300110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:26.300144] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:26.300172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:26.300230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:26.358432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:26.359342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:26.359435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:26.359467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:26.470623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:26.470780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:26.470820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:26.470848] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:26.474232] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=28.25%)
[2025-12-29T20:32:26.474530] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-29T20:32:26.474687] [INFO ] [sig       ] STKH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:26.618540] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STKH.txt
[2025-12-29T20:32:26.618718] [INFO ] [sig       ] [3003/3546] Completed STKH in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:26.618760] [INFO ] [sig       ] [3004/3546] Forecasting STKL...
[2025-12-29T20:32:26.618821] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-29T20:32:26.618859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-29T20:32:26.630394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-29T20:32:26.630800] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-29T20:32:26.631655] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-29T20:32:26.631710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:26.631752] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:26.631790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:26.631871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:26.689329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:26.690187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:26.690269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:26.690303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:26.814099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:26.814257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:26.814298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:26.814356] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:26.817795] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=82.44%)
[2025-12-29T20:32:26.818073] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-29T20:32:26.818206] [INFO ] [sig       ] STKL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:26.959662] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STKL.txt
[2025-12-29T20:32:26.959794] [INFO ] [sig       ] [3004/3546] Completed STKL in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:26.959834] [INFO ] [sig       ] [3005/3546] Forecasting STKS...
[2025-12-29T20:32:26.959863] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-29T20:32:26.959892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-29T20:32:26.970752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-29T20:32:26.971059] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-29T20:32:26.971872] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-29T20:32:26.971924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:26.971956] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:26.971982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:26.972040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:27.028839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:27.029643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:27.029722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:27.029756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:27.146175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:27.146314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:27.146352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:27.146380] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:27.149707] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-12-29T20:32:27.149981] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-29T20:32:27.150111] [INFO ] [sig       ] STKS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:27.289295] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STKS.txt
[2025-12-29T20:32:27.289437] [INFO ] [sig       ] [3005/3546] Completed STKS in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:27.289478] [INFO ] [sig       ] [3006/3546] Forecasting STLA...
[2025-12-29T20:32:27.289507] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-29T20:32:27.289535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-29T20:32:27.302015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-29T20:32:27.302430] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-29T20:32:27.303616] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-29T20:32:27.303680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:27.303722] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:27.303757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:27.303837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:27.361176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:27.362068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:27.362160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:27.362191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:27.478985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:27.479143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:27.479183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:27.479212] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:27.482533] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-12-29T20:32:27.482832] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-29T20:32:27.482959] [INFO ] [sig       ] STLA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:27.623024] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STLA.txt
[2025-12-29T20:32:27.623228] [INFO ] [sig       ] [3006/3546] Completed STLA in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:27.623275] [INFO ] [sig       ] [3007/3546] Forecasting STLD...
[2025-12-29T20:32:27.623313] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-29T20:32:27.623349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-29T20:32:27.634898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-29T20:32:27.635255] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-29T20:32:27.636048] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-29T20:32:27.636101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:27.636133] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:27.636159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:27.636217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:27.695009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:27.695946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:27.696037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:27.696070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:27.817051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:27.817214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:27.817254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:27.817301] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:27.820969] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-12-29T20:32:27.821355] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-29T20:32:27.821505] [INFO ] [sig       ] STLD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:27.964950] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STLD.txt
[2025-12-29T20:32:27.965103] [INFO ] [sig       ] [3007/3546] Completed STLD in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:27.965147] [INFO ] [sig       ] [3008/3546] Forecasting STM...
[2025-12-29T20:32:27.965180] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-29T20:32:27.965209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-29T20:32:27.976780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-29T20:32:27.977111] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-29T20:32:27.977944] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-29T20:32:27.977998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:27.978031] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:27.978058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:27.978118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:28.036233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:28.037055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:28.037138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:28.037171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:28.158538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:28.158702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:28.158741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:28.158792] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:28.162183] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=15.21%)
[2025-12-29T20:32:28.162457] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-29T20:32:28.162600] [INFO ] [sig       ] STM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:28.301406] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STM.txt
[2025-12-29T20:32:28.301566] [INFO ] [sig       ] [3008/3546] Completed STM in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:28.301641] [INFO ] [sig       ] [3009/3546] Forecasting STN...
[2025-12-29T20:32:28.301674] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-29T20:32:28.301704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-29T20:32:28.312801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-29T20:32:28.313101] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-29T20:32:28.313918] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-29T20:32:28.313970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:28.314004] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:28.314031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:28.314093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:28.372097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:28.372835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:28.372917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:28.372951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:28.493095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:28.493249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:28.493289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:28.493319] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:28.496749] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-12-29T20:32:28.497028] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-29T20:32:28.497163] [INFO ] [sig       ] STN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:28.638346] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STN.txt
[2025-12-29T20:32:28.638506] [INFO ] [sig       ] [3009/3546] Completed STN in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:28.638548] [INFO ] [sig       ] [3010/3546] Forecasting STNE...
[2025-12-29T20:32:28.638599] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-29T20:32:28.638632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-29T20:32:28.650537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-29T20:32:28.650938] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-29T20:32:28.651845] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-29T20:32:28.651899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:28.651932] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:28.651960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:28.652020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:28.711531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:28.712421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:28.712505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:28.712544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:28.840451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:28.840624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:28.840666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:28.840695] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:28.844132] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-29T20:32:28.844408] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-29T20:32:28.844531] [INFO ] [sig       ] STNE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:28.988051] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STNE.txt
[2025-12-29T20:32:28.988206] [INFO ] [sig       ] [3010/3546] Completed STNE in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:28.988245] [INFO ] [sig       ] [3011/3546] Forecasting STOK...
[2025-12-29T20:32:28.988275] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-29T20:32:28.988304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-29T20:32:29.000174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-29T20:32:29.000591] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-29T20:32:29.001436] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-29T20:32:29.001494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:29.001527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:29.001565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:29.001690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:29.058738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:29.059591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:29.059703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:29.059738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:29.182364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:29.182516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:29.182558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:29.182609] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:29.186039] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=65.13%)
[2025-12-29T20:32:29.186342] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-29T20:32:29.186493] [INFO ] [sig       ] STOK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:29.327007] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STOK.txt
[2025-12-29T20:32:29.327143] [INFO ] [sig       ] [3011/3546] Completed STOK in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:29.327183] [INFO ] [sig       ] [3012/3546] Forecasting STRA...
[2025-12-29T20:32:29.327212] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-29T20:32:29.327241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-29T20:32:29.338456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-29T20:32:29.338796] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-29T20:32:29.339594] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-29T20:32:29.339646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:29.339677] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:29.339704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:29.339762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:29.397231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:29.397903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:29.397985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:29.398018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:29.517222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:29.517375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:29.517416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:29.517446] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:29.520871] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-29T20:32:29.521153] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-29T20:32:29.521281] [INFO ] [sig       ] STRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:29.727417] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STRA.txt
[2025-12-29T20:32:29.727663] [INFO ] [sig       ] [3012/3546] Completed STRA in 0.4s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:29.727743] [INFO ] [sig       ] [3013/3546] Forecasting STRL...
[2025-12-29T20:32:29.727793] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-29T20:32:29.727840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-29T20:32:29.741119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-29T20:32:29.741443] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-29T20:32:29.742239] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-29T20:32:29.742303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:29.742335] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:29.742362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:29.742420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:29.799906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:29.800658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:29.800742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:29.800775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:29.925642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:29.925796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:29.925836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:29.925867] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:29.929296] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=48.68%)
[2025-12-29T20:32:29.929593] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-29T20:32:29.929723] [INFO ] [sig       ] STRL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:30.093953] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STRL.txt
[2025-12-29T20:32:30.094115] [INFO ] [sig       ] [3013/3546] Completed STRL in 0.4s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:30.094160] [INFO ] [sig       ] [3014/3546] Forecasting STRS...
[2025-12-29T20:32:30.094190] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-29T20:32:30.094222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-29T20:32:30.105320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-29T20:32:30.105707] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-29T20:32:30.106562] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-29T20:32:30.106643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:30.106678] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:30.106704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:30.106763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:30.167659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:30.168521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:30.168626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:30.168662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:30.263732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:30.263896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:30.263939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:30.263971] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:30.267418] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-29T20:32:30.267717] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-29T20:32:30.267847] [INFO ] [sig       ] STRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:30.411072] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STRS.txt
[2025-12-29T20:32:30.411263] [INFO ] [sig       ] [3014/3546] Completed STRS in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:30.411315] [INFO ] [sig       ] [3015/3546] Forecasting STSS...
[2025-12-29T20:32:30.411350] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-29T20:32:30.411381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-29T20:32:30.422403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-29T20:32:30.422769] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-29T20:32:30.423615] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-29T20:32:30.423670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:30.423703] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:30.423730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:30.423789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:30.483763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:30.484602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:30.484687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:30.484721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:30.605717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:30.605874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:30.605915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:30.605945] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:30.609417] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-12-29T20:32:30.609722] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-29T20:32:30.609851] [INFO ] [sig       ] STSS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:30.751139] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STSS.txt
[2025-12-29T20:32:30.751269] [INFO ] [sig       ] [3015/3546] Completed STSS in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:30.751306] [INFO ] [sig       ] [3016/3546] Forecasting STTK...
[2025-12-29T20:32:30.751336] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-29T20:32:30.751365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-29T20:32:30.762647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-29T20:32:30.762930] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-29T20:32:30.763774] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-29T20:32:30.763827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:30.763859] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:30.763886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:30.763944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:30.822018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:30.822762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:30.822845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:30.822878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:30.946986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:30.947155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:30.947199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:30.947230] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:30.950754] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=81.78%)
[2025-12-29T20:32:30.951043] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-29T20:32:30.951176] [INFO ] [sig       ] STTK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:31.090370] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STTK.txt
[2025-12-29T20:32:31.090507] [INFO ] [sig       ] [3016/3546] Completed STTK in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-29T20:32:31.090547] [INFO ] [sig       ] [3017/3546] Forecasting STVN...
[2025-12-29T20:32:31.090594] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-29T20:32:31.090625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-29T20:32:31.102380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-29T20:32:31.102700] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-29T20:32:31.103498] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-29T20:32:31.103550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:31.103618] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:31.103649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:31.103708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:31.162942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:31.163790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:31.163874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:31.163908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:31.282527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:31.282693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:31.282735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:31.282764] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:31.286256] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-12-29T20:32:31.286540] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-29T20:32:31.286688] [INFO ] [sig       ] STVN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:31.429265] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STVN.txt
[2025-12-29T20:32:31.429454] [INFO ] [sig       ] [3017/3546] Completed STVN in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-29T20:32:31.429508] [INFO ] [sig       ] [3018/3546] Forecasting STWD...
[2025-12-29T20:32:31.429549] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-29T20:32:31.429616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-29T20:32:31.441561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-29T20:32:31.441954] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-29T20:32:31.442798] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-29T20:32:31.442853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:31.442910] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:31.442940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:31.443000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:31.502108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:31.502937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:31.503022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:31.503056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:31.618186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:31.618335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:31.618376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:31.618405] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:31.621752] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-12-29T20:32:31.622041] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-29T20:32:31.622167] [INFO ] [sig       ] STWD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:31.762699] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STWD.txt
[2025-12-29T20:32:31.762830] [INFO ] [sig       ] [3018/3546] Completed STWD in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-29T20:32:31.762869] [INFO ] [sig       ] [3019/3546] Forecasting STX...
[2025-12-29T20:32:31.762898] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-29T20:32:31.762927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-29T20:32:31.773862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-29T20:32:31.774150] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-29T20:32:31.774969] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-29T20:32:31.775022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:31.775055] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:31.775082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:31.775141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:31.833332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:31.833978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:31.834058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:31.834091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:31.954816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:31.954958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:31.954996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:31.955024] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:31.958303] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-29T20:32:31.958567] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-29T20:32:31.958710] [INFO ] [sig       ] STX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:32.098287] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/STX.txt
[2025-12-29T20:32:32.098402] [INFO ] [sig       ] [3019/3546] Completed STX in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:32.098441] [INFO ] [sig       ] [3020/3546] Forecasting STXE...
[2025-12-29T20:32:32.098469] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-29T20:32:32.098497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-29T20:32:32.108981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-29T20:32:32.109254] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-29T20:32:32.110068] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-29T20:32:32.110121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:32.110152] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:32.110181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:32.110242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:32.166849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:32.167685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:32.167765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:32.167797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:32.276883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:32.277043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:32.277083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:32.277111] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:32.280414] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-12-29T20:32:32.280704] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-29T20:32:32.280831] [INFO ] [sig       ] STXE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:32.424396] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STXE.txt
[2025-12-29T20:32:32.424605] [INFO ] [sig       ] [3020/3546] Completed STXE in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:32.424659] [INFO ] [sig       ] [3021/3546] Forecasting STXG...
[2025-12-29T20:32:32.424689] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-29T20:32:32.424719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-29T20:32:32.436267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-29T20:32:32.436537] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-29T20:32:32.437599] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-29T20:32:32.437652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:32.437683] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:32.437709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:32.437766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:32.495060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:32.495905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:32.495985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:32.496017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:32.605731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:32.605866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:32.605903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:32.605977] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:32.609332] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-29T20:32:32.609624] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-29T20:32:32.609751] [INFO ] [sig       ] STXG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:32.751181] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/STXG.txt
[2025-12-29T20:32:32.751315] [INFO ] [sig       ] [3021/3546] Completed STXG in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:32.751364] [INFO ] [sig       ] [3022/3546] Forecasting SUI...
[2025-12-29T20:32:32.751398] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-29T20:32:32.751429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-29T20:32:32.763175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-29T20:32:32.763456] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-29T20:32:32.764258] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-29T20:32:32.764313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:32.764344] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:32.764371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:32.764433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:32.821518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:32.822193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:32.822273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:32.822306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:32.940295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:32.940443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:32.940482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:32.940511] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:32.943933] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=36.13%)
[2025-12-29T20:32:32.944207] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-29T20:32:32.944334] [INFO ] [sig       ] SUI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:33.083661] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SUI.txt
[2025-12-29T20:32:33.083791] [INFO ] [sig       ] [3022/3546] Completed SUI in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:33.083829] [INFO ] [sig       ] [3023/3546] Forecasting SUN...
[2025-12-29T20:32:33.083858] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-29T20:32:33.083887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-29T20:32:33.095652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-29T20:32:33.095948] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-29T20:32:33.096741] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-29T20:32:33.096793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:33.096824] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:33.096850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:33.096909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:33.153238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:33.153987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:33.154065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:33.154097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:33.272089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:33.272252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:33.272298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:33.272333] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:33.275709] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-29T20:32:33.275979] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-29T20:32:33.276103] [INFO ] [sig       ] SUN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:33.422768] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SUN.txt
[2025-12-29T20:32:33.422904] [INFO ] [sig       ] [3023/3546] Completed SUN in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:33.422963] [INFO ] [sig       ] [3024/3546] Forecasting SUNS...
[2025-12-29T20:32:33.422994] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-29T20:32:33.423025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-29T20:32:33.434108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-29T20:32:33.434382] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-29T20:32:33.435175] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-29T20:32:33.435227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:33.435270] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:33.435300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:33.435357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:33.494005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:33.494898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:33.494982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:33.495015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:33.614784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:33.614932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:33.614970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:33.614998] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:33.618292] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-12-29T20:32:33.618560] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-29T20:32:33.618703] [INFO ] [sig       ] SUNS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:33.759023] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SUNS.txt
[2025-12-29T20:32:33.759150] [INFO ] [sig       ] [3024/3546] Completed SUNS in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:33.759189] [INFO ] [sig       ] [3025/3546] Forecasting SUPN...
[2025-12-29T20:32:33.759219] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-29T20:32:33.759252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-29T20:32:33.770081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-29T20:32:33.770362] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-29T20:32:33.771157] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-29T20:32:33.771211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:33.771242] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:33.771269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:33.771347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:33.833053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:33.833925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:33.834009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:33.834048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:33.955933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:33.956080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:33.956119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:33.956147] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:33.959528] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2025-12-29T20:32:33.959823] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-29T20:32:33.959950] [INFO ] [sig       ] SUPN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:34.100069] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SUPN.txt
[2025-12-29T20:32:34.100193] [INFO ] [sig       ] [3025/3546] Completed SUPN in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:34.100232] [INFO ] [sig       ] [3026/3546] Forecasting SURG...
[2025-12-29T20:32:34.100262] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-29T20:32:34.100291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-29T20:32:34.111426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-29T20:32:34.111719] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-29T20:32:34.112485] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-29T20:32:34.112537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:34.112588] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:34.112618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:34.112676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:34.172783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:34.173640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:34.173725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:34.173758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:34.291234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:34.291395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:34.291444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:34.291473] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:34.294807] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-12-29T20:32:34.295099] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-29T20:32:34.295225] [INFO ] [sig       ] SURG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:34.446660] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SURG.txt
[2025-12-29T20:32:34.446832] [INFO ] [sig       ] [3026/3546] Completed SURG in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:34.446885] [INFO ] [sig       ] [3027/3546] Forecasting SUSB...
[2025-12-29T20:32:34.446919] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-29T20:32:34.446950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-29T20:32:34.459079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-29T20:32:34.459473] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-29T20:32:34.460306] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-29T20:32:34.460360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:34.460393] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:34.460420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:34.460478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:34.523941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:34.525036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:34.525141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:34.525190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:34.657729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:34.657881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:34.657921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:34.657949] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:34.661325] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-29T20:32:34.661614] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-29T20:32:34.661755] [INFO ] [sig       ] SUSB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:34.800367] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SUSB.txt
[2025-12-29T20:32:34.800493] [INFO ] [sig       ] [3027/3546] Completed SUSB in 0.4s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:34.800541] [INFO ] [sig       ] [3028/3546] Forecasting SUSC...
[2025-12-29T20:32:34.800601] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-29T20:32:34.800643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-29T20:32:34.812026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-29T20:32:34.812397] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-29T20:32:34.813232] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-29T20:32:34.813293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:34.813327] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:34.813354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:34.813412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:34.871936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:34.872630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:34.872735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:34.872770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:34.995344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:34.995493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:34.995538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:34.995567] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:34.999136] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-29T20:32:34.999424] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-29T20:32:34.999561] [INFO ] [sig       ] SUSC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:35.143967] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SUSC.txt
[2025-12-29T20:32:35.144103] [INFO ] [sig       ] [3028/3546] Completed SUSC in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:35.144145] [INFO ] [sig       ] [3029/3546] Forecasting SUSL...
[2025-12-29T20:32:35.144174] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-29T20:32:35.144205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-29T20:32:35.155252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-29T20:32:35.155588] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-29T20:32:35.156388] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-29T20:32:35.156454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:35.156495] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:35.156530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:35.156620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:35.215815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:35.216499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:35.216610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:35.216654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:35.334235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:35.334390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:35.334430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:35.334459] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:35.337928] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-29T20:32:35.338211] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-29T20:32:35.338357] [INFO ] [sig       ] SUSL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:35.481937] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SUSL.txt
[2025-12-29T20:32:35.482121] [INFO ] [sig       ] [3029/3546] Completed SUSL in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:35.482188] [INFO ] [sig       ] [3030/3546] Forecasting SUUN...
[2025-12-29T20:32:35.482224] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-29T20:32:35.482255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-29T20:32:35.493948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-29T20:32:35.494282] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-29T20:32:35.495147] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-29T20:32:35.495201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:35.495234] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:35.495262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:35.495321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:35.552864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:35.553673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:35.553755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:35.553787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:35.672227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:35.672378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:35.672417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:35.672445] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:35.675776] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=64.77%)
[2025-12-29T20:32:35.676055] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-29T20:32:35.676182] [INFO ] [sig       ] SUUN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:35.817911] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SUUN.txt
[2025-12-29T20:32:35.818044] [INFO ] [sig       ] [3030/3546] Completed SUUN in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:35.818082] [INFO ] [sig       ] [3031/3546] Forecasting SUZ...
[2025-12-29T20:32:35.818111] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-29T20:32:35.818140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-29T20:32:35.829294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-29T20:32:35.829616] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-29T20:32:35.830472] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-29T20:32:35.830525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:35.830557] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:35.830606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:35.830665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:35.890693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:35.891496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:35.891594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:35.891629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:36.016702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:36.016856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:36.016934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:36.016967] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:36.020418] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=63.64%)
[2025-12-29T20:32:36.020715] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-29T20:32:36.020845] [INFO ] [sig       ] SUZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:36.162510] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SUZ.txt
[2025-12-29T20:32:36.162694] [INFO ] [sig       ] [3031/3546] Completed SUZ in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:36.162735] [INFO ] [sig       ] [3032/3546] Forecasting SVC...
[2025-12-29T20:32:36.162765] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-29T20:32:36.162794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-29T20:32:36.173787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-29T20:32:36.174075] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-29T20:32:36.174872] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-29T20:32:36.174924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:36.174955] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:36.174982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:36.175039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:36.231853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:36.232465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:36.232544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:36.232596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:36.353882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:36.354058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:36.354107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:36.354145] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:36.358973] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-12-29T20:32:36.359431] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-29T20:32:36.359634] [INFO ] [sig       ] SVC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:36.508446] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SVC.txt
[2025-12-29T20:32:36.508622] [INFO ] [sig       ] [3032/3546] Completed SVC in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:36.508669] [INFO ] [sig       ] [3033/3546] Forecasting SVCO...
[2025-12-29T20:32:36.508699] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-29T20:32:36.508728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-29T20:32:36.520103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-29T20:32:36.520398] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-29T20:32:36.521230] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-29T20:32:36.521288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:36.521331] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:36.521368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:36.521429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:36.579752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:36.580533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:36.580651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:36.580692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:36.699163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:36.699326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:36.699366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:36.699395] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:36.702841] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-29T20:32:36.703125] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-29T20:32:36.703255] [INFO ] [sig       ] SVCO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:36.842750] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SVCO.txt
[2025-12-29T20:32:36.842878] [INFO ] [sig       ] [3033/3546] Completed SVCO in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:36.842918] [INFO ] [sig       ] [3034/3546] Forecasting SVRA...
[2025-12-29T20:32:36.842946] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-29T20:32:36.842976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-29T20:32:36.853911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-29T20:32:36.854244] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-29T20:32:36.855053] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-29T20:32:36.855104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:36.855136] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:36.855163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:36.855220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:36.911634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:36.912471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:36.912555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:36.912618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:37.030119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:37.030279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:37.030319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:37.030349] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:37.033918] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-29T20:32:37.034245] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-29T20:32:37.034387] [INFO ] [sig       ] SVRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:37.176096] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SVRA.txt
[2025-12-29T20:32:37.176260] [INFO ] [sig       ] [3034/3546] Completed SVRA in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-29T20:32:37.176303] [INFO ] [sig       ] [3035/3546] Forecasting SWBI...
[2025-12-29T20:32:37.176333] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-29T20:32:37.176363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-29T20:32:37.187653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-29T20:32:37.188018] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-29T20:32:37.188850] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-29T20:32:37.188903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:37.188973] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:37.189003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:37.189066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:37.246225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:37.246859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:37.246937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:37.246969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:37.364394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:37.364551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:37.364609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:37.364640] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:37.368032] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=61.42%)
[2025-12-29T20:32:37.368312] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-29T20:32:37.368444] [INFO ] [sig       ] SWBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:37.506998] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SWBI.txt
[2025-12-29T20:32:37.507138] [INFO ] [sig       ] [3035/3546] Completed SWBI in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-29T20:32:37.507179] [INFO ] [sig       ] [3036/3546] Forecasting SWIM...
[2025-12-29T20:32:37.507207] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-29T20:32:37.507236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-29T20:32:37.518299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-29T20:32:37.518647] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-29T20:32:37.519472] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-29T20:32:37.519525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:37.519556] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:37.519607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:37.519666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:37.577387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:37.578420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:37.578516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:37.578550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:37.701386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:37.701539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:37.701597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:37.701628] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:37.705022] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2025-12-29T20:32:37.705289] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-29T20:32:37.705414] [INFO ] [sig       ] SWIM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:37.847420] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SWIM.txt
[2025-12-29T20:32:37.847601] [INFO ] [sig       ] [3036/3546] Completed SWIM in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:37.847644] [INFO ] [sig       ] [3037/3546] Forecasting SWK...
[2025-12-29T20:32:37.847673] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-29T20:32:37.847703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-29T20:32:37.858956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-29T20:32:37.859338] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-29T20:32:37.860147] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-29T20:32:37.860200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:37.860232] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:37.860258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:37.860319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:37.917361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:37.918215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:37.918297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:37.918329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:38.035174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:38.035335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:38.035374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:38.035402] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:38.038788] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2025-12-29T20:32:38.039080] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-29T20:32:38.039210] [INFO ] [sig       ] SWK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:38.180357] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SWK.txt
[2025-12-29T20:32:38.180515] [INFO ] [sig       ] [3037/3546] Completed SWK in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:38.180557] [INFO ] [sig       ] [3038/3546] Forecasting SWKS...
[2025-12-29T20:32:38.180607] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-29T20:32:38.180639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-29T20:32:38.191881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-29T20:32:38.192235] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-29T20:32:38.193045] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-29T20:32:38.193096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:38.193128] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:38.193155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:38.193213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:38.250643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:38.251467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:38.251552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:38.251604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:38.370045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:38.370197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:38.370236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:38.370297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:38.373659] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-29T20:32:38.373934] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-29T20:32:38.374057] [INFO ] [sig       ] SWKS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:38.517400] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SWKS.txt
[2025-12-29T20:32:38.517552] [INFO ] [sig       ] [3038/3546] Completed SWKS in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:38.517612] [INFO ] [sig       ] [3039/3546] Forecasting SWX...
[2025-12-29T20:32:38.517650] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-29T20:32:38.517682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-29T20:32:38.528694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-29T20:32:38.529033] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-29T20:32:38.529835] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-29T20:32:38.529887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:38.529919] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:38.529945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:38.530003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:38.588049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:38.588858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:38.588939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:38.588972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:38.704632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:38.704787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:38.704827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:38.704855] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:38.708240] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-29T20:32:38.708523] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-29T20:32:38.708670] [INFO ] [sig       ] SWX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:38.849130] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SWX.txt
[2025-12-29T20:32:38.849255] [INFO ] [sig       ] [3039/3546] Completed SWX in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:38.849293] [INFO ] [sig       ] [3040/3546] Forecasting SWZ...
[2025-12-29T20:32:38.849322] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-29T20:32:38.849351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-29T20:32:38.860130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-29T20:32:38.860476] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-29T20:32:38.861276] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-29T20:32:38.861328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:38.861360] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:38.861386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:38.861444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:38.918386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:38.919139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:38.919218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:38.919250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:39.031653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:39.031810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:39.031848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:39.031877] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:39.035202] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-29T20:32:39.035476] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-29T20:32:39.035618] [INFO ] [sig       ] SWZ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:39.175771] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SWZ.txt
[2025-12-29T20:32:39.175919] [INFO ] [sig       ] [3040/3546] Completed SWZ in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:39.175960] [INFO ] [sig       ] [3041/3546] Forecasting SXC...
[2025-12-29T20:32:39.175989] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-29T20:32:39.176018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-29T20:32:39.187274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-29T20:32:39.187660] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-29T20:32:39.188457] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-29T20:32:39.188510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:39.188541] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:39.188588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:39.188650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:39.249004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:39.249779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:39.249863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:39.249894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:39.372652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:39.372809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:39.372848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:39.372877] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:39.376197] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=58.42%)
[2025-12-29T20:32:39.376466] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-29T20:32:39.376605] [INFO ] [sig       ] SXC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:39.518442] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SXC.txt
[2025-12-29T20:32:39.518825] [INFO ] [sig       ] [3041/3546] Completed SXC in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:39.518867] [INFO ] [sig       ] [3042/3546] Forecasting SXI...
[2025-12-29T20:32:39.518899] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-29T20:32:39.518928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-29T20:32:39.530638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-29T20:32:39.530974] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-29T20:32:39.531769] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-29T20:32:39.531821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:39.531853] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:39.531880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:39.531939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:39.590168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:39.590896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:39.590977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:39.591009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:39.711128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:39.711282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:39.711321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:39.711371] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:39.714696] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2025-12-29T20:32:39.714962] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-29T20:32:39.715086] [INFO ] [sig       ] SXI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:39.856623] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SXI.txt
[2025-12-29T20:32:39.856750] [INFO ] [sig       ] [3042/3546] Completed SXI in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:39.856797] [INFO ] [sig       ] [3043/3546] Forecasting SXTC...
[2025-12-29T20:32:39.856830] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-29T20:32:39.856859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-29T20:32:39.868683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-29T20:32:39.868985] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-29T20:32:39.869780] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-29T20:32:39.869833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:39.869864] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:39.869890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:39.869947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:39.927174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:39.927893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:39.927973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:39.928005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:40.047193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:40.047343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:40.047381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:40.047408] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:40.050856] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=28.61%)
[2025-12-29T20:32:40.051122] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-29T20:32:40.051248] [INFO ] [sig       ] SXTC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:40.190437] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SXTC.txt
[2025-12-29T20:32:40.190563] [INFO ] [sig       ] [3043/3546] Completed SXTC in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:40.190622] [INFO ] [sig       ] [3044/3546] Forecasting SY...
[2025-12-29T20:32:40.190652] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-29T20:32:40.190681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-29T20:32:40.202125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-29T20:32:40.202418] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-29T20:32:40.203228] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-29T20:32:40.203280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:40.203310] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:40.203336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:40.203393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:40.261037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:40.261896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:40.261974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:40.262019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:40.378239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:40.378394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:40.378433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:40.378460] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:40.381825] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-29T20:32:40.382100] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-29T20:32:40.382228] [INFO ] [sig       ] SY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:40.522528] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SY.txt
[2025-12-29T20:32:40.522690] [INFO ] [sig       ] [3044/3546] Completed SY in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:40.522730] [INFO ] [sig       ] [3045/3546] Forecasting SYF...
[2025-12-29T20:32:40.522759] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-29T20:32:40.522788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-29T20:32:40.534248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-29T20:32:40.534542] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-29T20:32:40.535367] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-29T20:32:40.535421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:40.535452] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:40.535479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:40.535537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:40.592784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:40.593410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:40.593520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:40.593553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:40.718636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:40.718810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:40.718856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:40.718884] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:40.722206] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-12-29T20:32:40.722472] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-29T20:32:40.722618] [INFO ] [sig       ] SYF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:40.865763] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SYF.txt
[2025-12-29T20:32:40.865895] [INFO ] [sig       ] [3045/3546] Completed SYF in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:40.865934] [INFO ] [sig       ] [3046/3546] Forecasting SYK...
[2025-12-29T20:32:40.865965] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-29T20:32:40.865994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-29T20:32:40.877816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-29T20:32:40.878108] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-29T20:32:40.878950] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-29T20:32:40.879003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:40.879034] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:40.879061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:40.879130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:40.936201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:40.936901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:40.936980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:40.937013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:41.052452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:41.052598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:41.052639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:41.052668] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:41.055975] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-29T20:32:41.056244] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-29T20:32:41.056371] [INFO ] [sig       ] SYK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:41.196137] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SYK.txt
[2025-12-29T20:32:41.196269] [INFO ] [sig       ] [3046/3546] Completed SYK in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:41.196312] [INFO ] [sig       ] [3047/3546] Forecasting SYM...
[2025-12-29T20:32:41.196340] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-29T20:32:41.196368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-29T20:32:41.207895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-29T20:32:41.208191] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-29T20:32:41.209027] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-29T20:32:41.209079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:41.209109] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:41.209135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:41.209191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:41.265912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:41.266551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:41.266647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:41.266687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:41.386395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:41.386547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:41.386602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:41.386633] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:41.389988] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=76.98%)
[2025-12-29T20:32:41.390254] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-29T20:32:41.390379] [INFO ] [sig       ] SYM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:41.535512] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SYM.txt
[2025-12-29T20:32:41.535685] [INFO ] [sig       ] [3047/3546] Completed SYM in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:41.535730] [INFO ] [sig       ] [3048/3546] Forecasting SYNA...
[2025-12-29T20:32:41.535762] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-29T20:32:41.535792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-29T20:32:41.547227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-29T20:32:41.547518] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-29T20:32:41.548337] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-29T20:32:41.548400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:41.548433] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:41.548459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:41.548517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:41.606386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:41.607157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:41.607243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:41.607277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:41.728409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:41.728586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:41.728630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:41.728661] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:41.733158] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-29T20:32:41.733553] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-29T20:32:41.733759] [INFO ] [sig       ] SYNA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:41.879614] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SYNA.txt
[2025-12-29T20:32:41.879798] [INFO ] [sig       ] [3048/3546] Completed SYNA in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:41.879838] [INFO ] [sig       ] [3049/3546] Forecasting SYRE...
[2025-12-29T20:32:41.879869] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-29T20:32:41.879899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-29T20:32:41.891123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-29T20:32:41.891448] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-29T20:32:41.892289] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-29T20:32:41.892342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:41.892375] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:41.892401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:41.892459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:41.948367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:41.949147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:41.949229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:41.949261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:42.068965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:42.069122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:42.069161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:42.069189] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:42.072551] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=47.07%)
[2025-12-29T20:32:42.072847] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-29T20:32:42.072977] [INFO ] [sig       ] SYRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:42.210858] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/SYRE.txt
[2025-12-29T20:32:42.210995] [INFO ] [sig       ] [3049/3546] Completed SYRE in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:42.211035] [INFO ] [sig       ] [3050/3546] Forecasting SYY...
[2025-12-29T20:32:42.211064] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-29T20:32:42.211094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-29T20:32:42.222884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-29T20:32:42.223204] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-29T20:32:42.224029] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-29T20:32:42.224081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:42.224113] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:42.224140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:42.224197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:42.283291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:42.284174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:42.284270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:42.284304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:42.402705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:42.402863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:42.402905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:42.402935] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:42.406391] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2025-12-29T20:32:42.406694] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-29T20:32:42.406823] [INFO ] [sig       ] SYY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:42.546165] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/SYY.txt
[2025-12-29T20:32:42.546310] [INFO ] [sig       ] [3050/3546] Completed SYY in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:42.546350] [INFO ] [sig       ] [3051/3546] Forecasting TAC...
[2025-12-29T20:32:42.546379] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-29T20:32:42.546422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-29T20:32:42.558425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-29T20:32:42.558800] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-29T20:32:42.559640] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-29T20:32:42.559694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:42.559728] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:42.559756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:42.559814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:42.617783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:42.618718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:42.618831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:42.618865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:42.737907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:42.738063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:42.738101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:42.738131] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:42.741534] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2025-12-29T20:32:42.741834] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-29T20:32:42.741964] [INFO ] [sig       ] TAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:42.880002] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TAC.txt
[2025-12-29T20:32:42.880149] [INFO ] [sig       ] [3051/3546] Completed TAC in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:42.880188] [INFO ] [sig       ] [3052/3546] Forecasting TAK...
[2025-12-29T20:32:42.880217] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-29T20:32:42.880246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-29T20:32:42.891782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-29T20:32:42.892099] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-29T20:32:42.892915] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-29T20:32:42.892966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:42.893022] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:42.893051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:42.893109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:42.949112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:42.949853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:42.949934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:42.949967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:43.070487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:43.070658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:43.070697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:43.070725] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:43.074149] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-12-29T20:32:43.074437] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-29T20:32:43.074562] [INFO ] [sig       ] TAK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:43.213924] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TAK.txt
[2025-12-29T20:32:43.214044] [INFO ] [sig       ] [3052/3546] Completed TAK in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-29T20:32:43.214084] [INFO ] [sig       ] [3053/3546] Forecasting TAL...
[2025-12-29T20:32:43.214113] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-29T20:32:43.214142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-29T20:32:43.225509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-29T20:32:43.225802] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-29T20:32:43.226621] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-29T20:32:43.226673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:43.226704] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:43.226731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:43.226789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:43.283467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:43.284086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:43.284164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:43.284196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:43.400814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:43.400982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:43.401024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:43.401052] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:43.404492] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=67.78%)
[2025-12-29T20:32:43.404849] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-29T20:32:43.404989] [INFO ] [sig       ] TAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:43.545082] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TAL.txt
[2025-12-29T20:32:43.545227] [INFO ] [sig       ] [3053/3546] Completed TAL in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-29T20:32:43.545266] [INFO ] [sig       ] [3054/3546] Forecasting TALK...
[2025-12-29T20:32:43.545296] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-29T20:32:43.545326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-29T20:32:43.556607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-29T20:32:43.556899] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-29T20:32:43.557696] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-29T20:32:43.557748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:43.557780] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:43.557806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:43.557864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:43.614626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:43.615470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:43.615551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:43.615602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:43.732488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:43.732657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:43.732697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:43.732725] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:43.736048] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=66.67%)
[2025-12-29T20:32:43.736315] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-29T20:32:43.736438] [INFO ] [sig       ] TALK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:43.879826] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TALK.txt
[2025-12-29T20:32:43.879983] [INFO ] [sig       ] [3054/3546] Completed TALK in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:43.880024] [INFO ] [sig       ] [3055/3546] Forecasting TALO...
[2025-12-29T20:32:43.880053] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-29T20:32:43.880083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-29T20:32:43.892261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-29T20:32:43.892632] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-29T20:32:43.893485] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-29T20:32:43.893539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:43.893570] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:43.893616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:43.893674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:43.950529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:43.951274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:43.951377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:43.951411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:44.072325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:44.072481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:44.072540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:44.072618] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:44.076095] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-29T20:32:44.076372] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-29T20:32:44.076508] [INFO ] [sig       ] TALO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:44.214123] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TALO.txt
[2025-12-29T20:32:44.214247] [INFO ] [sig       ] [3055/3546] Completed TALO in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:44.214286] [INFO ] [sig       ] [3056/3546] Forecasting TAOP...
[2025-12-29T20:32:44.214315] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-29T20:32:44.214345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-29T20:32:44.225460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-29T20:32:44.225887] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-29T20:32:44.226687] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-29T20:32:44.226739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:44.226771] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:44.226797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:44.226854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:44.283020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:44.283638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:44.283718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:44.283750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:44.398325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:44.398474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:44.398513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:44.398542] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:44.401969] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=54.69%)
[2025-12-29T20:32:44.402235] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-29T20:32:44.402364] [INFO ] [sig       ] TAOP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:44.540814] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TAOP.txt
[2025-12-29T20:32:44.540972] [INFO ] [sig       ] [3056/3546] Completed TAOP in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:44.541014] [INFO ] [sig       ] [3057/3546] Forecasting TAP...
[2025-12-29T20:32:44.541043] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-29T20:32:44.541075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-29T20:32:44.552504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-29T20:32:44.552846] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-29T20:32:44.553660] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-29T20:32:44.553713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:44.553745] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:44.553771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:44.553830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:44.610409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:44.611032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:44.611113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:44.611144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:44.728638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:44.728809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:44.728854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:44.728883] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:44.732271] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-12-29T20:32:44.732547] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-29T20:32:44.732711] [INFO ] [sig       ] TAP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:44.875211] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TAP.txt
[2025-12-29T20:32:44.875361] [INFO ] [sig       ] [3057/3546] Completed TAP in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:44.875401] [INFO ] [sig       ] [3058/3546] Forecasting TARA...
[2025-12-29T20:32:44.875431] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-29T20:32:44.875463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-29T20:32:44.887429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-29T20:32:44.887804] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-29T20:32:44.888699] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-29T20:32:44.888752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:44.888811] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:44.888839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:44.888898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:44.953991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:44.954859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:44.954959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:44.955010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:45.077446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:45.077618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:45.077658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:45.077687] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:45.081176] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-12-29T20:32:45.081447] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-29T20:32:45.081588] [INFO ] [sig       ] TARA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:45.230803] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TARA.txt
[2025-12-29T20:32:45.231055] [INFO ] [sig       ] [3058/3546] Completed TARA in 0.4s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:45.231104] [INFO ] [sig       ] [3059/3546] Forecasting TARK...
[2025-12-29T20:32:45.231143] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-29T20:32:45.231173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-29T20:32:45.243092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-29T20:32:45.243407] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-29T20:32:45.244280] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-29T20:32:45.244332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:45.244374] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:45.244402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:45.244459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:45.301473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:45.302328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:45.302410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:45.302441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:45.421410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:45.421565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:45.421628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:45.421658] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:45.425058] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=54.74%)
[2025-12-29T20:32:45.425334] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-29T20:32:45.425459] [INFO ] [sig       ] TARK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:45.564210] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TARK.txt
[2025-12-29T20:32:45.564352] [INFO ] [sig       ] [3059/3546] Completed TARK in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:45.564391] [INFO ] [sig       ] [3060/3546] Forecasting TARS...
[2025-12-29T20:32:45.564422] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-29T20:32:45.564451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-29T20:32:45.575698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-29T20:32:45.576007] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-29T20:32:45.576799] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-29T20:32:45.576851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:45.576882] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:45.576908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:45.576965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:45.637114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:45.637990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:45.638073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:45.638106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:45.762198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:45.762362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:45.762404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:45.762433] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:45.765917] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-29T20:32:45.766211] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-29T20:32:45.766376] [INFO ] [sig       ] TARS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:45.908222] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TARS.txt
[2025-12-29T20:32:45.908395] [INFO ] [sig       ] [3060/3546] Completed TARS in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:45.908443] [INFO ] [sig       ] [3061/3546] Forecasting TASK...
[2025-12-29T20:32:45.908474] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-29T20:32:45.908504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-29T20:32:45.920202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-29T20:32:45.920540] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-29T20:32:45.921378] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-29T20:32:45.921431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:45.921463] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:45.921496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:45.921594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:45.983047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:45.983939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:45.984037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:45.984072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:46.107145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:46.107298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:46.107338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:46.107366] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:46.111113] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-12-29T20:32:46.111402] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-29T20:32:46.111535] [INFO ] [sig       ] TASK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:46.252851] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TASK.txt
[2025-12-29T20:32:46.253006] [INFO ] [sig       ] [3061/3546] Completed TASK in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:46.253055] [INFO ] [sig       ] [3062/3546] Forecasting TAYD...
[2025-12-29T20:32:46.253085] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-29T20:32:46.253115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-29T20:32:46.265094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-29T20:32:46.265507] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-29T20:32:46.266370] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-29T20:32:46.266427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:46.266462] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:46.266489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:46.266548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:46.322934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:46.323825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:46.323968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:46.324004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:46.431564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:46.431737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:46.431780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:46.431810] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:46.435185] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-29T20:32:46.435489] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-29T20:32:46.435637] [INFO ] [sig       ] TAYD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:46.580019] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TAYD.txt
[2025-12-29T20:32:46.580187] [INFO ] [sig       ] [3062/3546] Completed TAYD in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:46.580238] [INFO ] [sig       ] [3063/3546] Forecasting TBB...
[2025-12-29T20:32:46.580272] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-29T20:32:46.580303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-29T20:32:46.592952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-29T20:32:46.593366] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-29T20:32:46.594293] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-29T20:32:46.594348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:46.594381] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:46.594410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:46.594469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:46.655521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:46.656463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:46.656559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:46.656627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:46.783622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:46.783785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:46.783826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:46.783856] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:46.787337] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-12-29T20:32:46.787659] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-29T20:32:46.787798] [INFO ] [sig       ] TBB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:46.949379] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TBB.txt
[2025-12-29T20:32:46.949594] [INFO ] [sig       ] [3063/3546] Completed TBB in 0.4s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:46.949648] [INFO ] [sig       ] [3064/3546] Forecasting TBBK...
[2025-12-29T20:32:46.949679] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-29T20:32:46.949711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-29T20:32:46.961536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-29T20:32:46.961989] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-29T20:32:46.962985] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-29T20:32:46.963042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:46.963080] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:46.963119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:46.963194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:47.052914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:47.054065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:47.054180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:47.054234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:47.205288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:47.205613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:47.205685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:47.205726] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:47.211677] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=42.73%)
[2025-12-29T20:32:47.212199] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-29T20:32:47.212459] [INFO ] [sig       ] TBBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:47.393875] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TBBK.txt
[2025-12-29T20:32:47.394063] [INFO ] [sig       ] [3064/3546] Completed TBBK in 0.4s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:47.394112] [INFO ] [sig       ] [3065/3546] Forecasting TBI...
[2025-12-29T20:32:47.394149] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-29T20:32:47.394180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-29T20:32:47.410250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-29T20:32:47.410783] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-29T20:32:47.412026] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-29T20:32:47.412098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:47.412153] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:47.412200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:47.412288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:47.494913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:47.496197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:47.496334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:47.496387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:47.663458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:47.663673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:47.663739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:47.663789] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:47.669089] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-29T20:32:47.669599] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-29T20:32:47.669806] [INFO ] [sig       ] TBI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:47.869371] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TBI.txt
[2025-12-29T20:32:47.869611] [INFO ] [sig       ] [3065/3546] Completed TBI in 0.5s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:47.869656] [INFO ] [sig       ] [3066/3546] Forecasting TBIL...
[2025-12-29T20:32:47.869686] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-29T20:32:47.869715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-29T20:32:47.885220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-29T20:32:47.885714] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-29T20:32:47.886764] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-29T20:32:47.886828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:47.886867] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:47.886900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:47.886976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:47.945793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:47.946763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:47.946855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:47.946888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:48.004407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:48.004586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:48.004629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:48.004699] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:48.008157] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-29T20:32:48.008466] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-29T20:32:48.008616] [INFO ] [sig       ] TBIL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:48.160484] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TBIL.txt
[2025-12-29T20:32:48.160681] [INFO ] [sig       ] [3066/3546] Completed TBIL in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:48.160743] [INFO ] [sig       ] [3067/3546] Forecasting TBLA...
[2025-12-29T20:32:48.160778] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-29T20:32:48.160810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-29T20:32:48.173491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-29T20:32:48.174151] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-29T20:32:48.175049] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-29T20:32:48.175103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:48.175137] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:48.175174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:48.175234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:48.233479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:48.234450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:48.234541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:48.234595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:48.357277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:48.357456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:48.357499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:48.357530] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:48.360999] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-12-29T20:32:48.361289] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-29T20:32:48.361427] [INFO ] [sig       ] TBLA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:48.501856] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TBLA.txt
[2025-12-29T20:32:48.502010] [INFO ] [sig       ] [3067/3546] Completed TBLA in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:48.502049] [INFO ] [sig       ] [3068/3546] Forecasting TBLD...
[2025-12-29T20:32:48.502079] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-29T20:32:48.502110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-29T20:32:48.513559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-29T20:32:48.513932] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-29T20:32:48.514782] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-29T20:32:48.514834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:48.514867] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:48.514892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:48.514949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:48.571606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:48.572330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:48.572427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:48.572460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:48.689421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:48.689600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:48.689641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:48.689671] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:48.693024] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-29T20:32:48.693314] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-29T20:32:48.693441] [INFO ] [sig       ] TBLD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:48.833096] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TBLD.txt
[2025-12-29T20:32:48.833235] [INFO ] [sig       ] [3068/3546] Completed TBLD in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:48.833275] [INFO ] [sig       ] [3069/3546] Forecasting TBPH...
[2025-12-29T20:32:48.833304] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-29T20:32:48.833332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-29T20:32:48.846071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-29T20:32:48.846512] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-29T20:32:48.847408] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-29T20:32:48.847465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:48.847530] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:48.847559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:48.847640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:48.923613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:48.924498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:48.924617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:48.924655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:49.056224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:49.056411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:49.056458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:49.056488] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:49.060059] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=36.12%)
[2025-12-29T20:32:49.060373] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-29T20:32:49.060515] [INFO ] [sig       ] TBPH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:49.205619] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TBPH.txt
[2025-12-29T20:32:49.205776] [INFO ] [sig       ] [3069/3546] Completed TBPH in 0.4s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-29T20:32:49.205815] [INFO ] [sig       ] [3070/3546] Forecasting TBRG...
[2025-12-29T20:32:49.205845] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-29T20:32:49.205878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-29T20:32:49.217792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-29T20:32:49.218115] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-29T20:32:49.219072] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-29T20:32:49.219125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:49.219170] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:49.219197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:49.219254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:49.275608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:49.276409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:49.276491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:49.276522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:49.393133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:49.393281] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:32:49.393320] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:49.393349] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:49.396674] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-29T20:32:49.396944] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-29T20:32:49.397069] [INFO ] [sig       ] TBRG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:49.536626] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TBRG.txt
[2025-12-29T20:32:49.536778] [INFO ] [sig       ] [3070/3546] Completed TBRG in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-29T20:32:49.536817] [INFO ] [sig       ] [3071/3546] Forecasting TCBI...
[2025-12-29T20:32:49.536847] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-29T20:32:49.536876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-29T20:32:49.547899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-29T20:32:49.548213] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-29T20:32:49.549046] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-29T20:32:49.549098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:49.549130] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:49.549156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:49.549213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:49.605814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:49.606597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:49.606678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:49.606710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:49.728033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:49.728188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:49.728226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:49.728254] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:49.731689] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-29T20:32:49.731961] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-29T20:32:49.732086] [INFO ] [sig       ] TCBI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:49.871496] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TCBI.txt
[2025-12-29T20:32:49.871654] [INFO ] [sig       ] [3071/3546] Completed TCBI in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:49.871696] [INFO ] [sig       ] [3072/3546] Forecasting TCBIO...
[2025-12-29T20:32:49.871725] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-29T20:32:49.871754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-29T20:32:49.883806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-29T20:32:49.884249] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-29T20:32:49.885137] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-29T20:32:49.885193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:49.885226] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:49.885255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:49.885315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:49.943827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:49.944711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:49.944797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:49.944829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:50.060174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:50.060331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:50.060371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:50.060437] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:50.065244] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-29T20:32:50.065678] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-29T20:32:50.065836] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:50.211192] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TCBIO.txt
[2025-12-29T20:32:50.211354] [INFO ] [sig       ] [3072/3546] Completed TCBIO in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:50.211396] [INFO ] [sig       ] [3073/3546] Forecasting TCBK...
[2025-12-29T20:32:50.211426] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-29T20:32:50.211457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-29T20:32:50.223193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-29T20:32:50.223546] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-29T20:32:50.224386] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-29T20:32:50.224439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:50.224471] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:50.224497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:50.224555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:50.281514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:50.282379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:50.282458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:50.282490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:50.401621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:50.401773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:50.401812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:50.401840] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:50.405172] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-29T20:32:50.405436] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-29T20:32:50.405560] [INFO ] [sig       ] TCBK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:50.545436] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TCBK.txt
[2025-12-29T20:32:50.545548] [INFO ] [sig       ] [3073/3546] Completed TCBK in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:50.545603] [INFO ] [sig       ] [3074/3546] Forecasting TCBX...
[2025-12-29T20:32:50.545648] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-29T20:32:50.545678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-29T20:32:50.557490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-29T20:32:50.557896] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-29T20:32:50.558751] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-29T20:32:50.558831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:50.558863] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:50.558889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:50.558947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:50.616047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:50.616938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:50.617020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:50.617053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:50.741093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:50.741250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:50.741293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:50.741323] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:50.745182] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-12-29T20:32:50.745473] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-29T20:32:50.745642] [INFO ] [sig       ] TCBX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:50.895160] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TCBX.txt
[2025-12-29T20:32:50.895331] [INFO ] [sig       ] [3074/3546] Completed TCBX in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:50.895374] [INFO ] [sig       ] [3075/3546] Forecasting TCMD...
[2025-12-29T20:32:50.895403] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-29T20:32:50.895434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-29T20:32:50.907966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-29T20:32:50.908320] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-29T20:32:50.909153] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-29T20:32:50.909206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:50.909236] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:50.909262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:50.909319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:50.970191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:50.971146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:50.971231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:50.971265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:51.107546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:51.107727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:51.107769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:51.107799] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:51.111515] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2025-12-29T20:32:51.111857] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-29T20:32:51.112001] [INFO ] [sig       ] TCMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:51.264693] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TCMD.txt
[2025-12-29T20:32:51.264857] [INFO ] [sig       ] [3075/3546] Completed TCMD in 0.4s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:51.264904] [INFO ] [sig       ] [3076/3546] Forecasting TCOM...
[2025-12-29T20:32:51.264934] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-29T20:32:51.264965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-29T20:32:51.277402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-29T20:32:51.277830] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-29T20:32:51.278811] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-29T20:32:51.278874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:51.278910] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:51.278938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:51.278997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:51.341589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:51.342420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:51.342503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:51.342538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:51.464264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:51.464420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:51.464461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:51.464489] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:51.467889] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-12-29T20:32:51.468160] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-29T20:32:51.468287] [INFO ] [sig       ] TCOM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:51.607225] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TCOM.txt
[2025-12-29T20:32:51.607354] [INFO ] [sig       ] [3076/3546] Completed TCOM in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:51.607393] [INFO ] [sig       ] [3077/3546] Forecasting TCPC...
[2025-12-29T20:32:51.607422] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-29T20:32:51.607451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-29T20:32:51.618822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-29T20:32:51.619079] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-29T20:32:51.619893] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-29T20:32:51.619945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:51.619977] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:51.620004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:51.620061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:51.677758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:51.678377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:51.678457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:51.678489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:51.798529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:51.798666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:51.798705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:51.798751] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:51.802163] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-29T20:32:51.802432] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-29T20:32:51.802559] [INFO ] [sig       ] TCPC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:51.947134] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TCPC.txt
[2025-12-29T20:32:51.947246] [INFO ] [sig       ] [3077/3546] Completed TCPC in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:51.947284] [INFO ] [sig       ] [3078/3546] Forecasting TCX...
[2025-12-29T20:32:51.947312] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-29T20:32:51.947340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-29T20:32:51.958424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-29T20:32:51.958705] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-29T20:32:51.959503] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-29T20:32:51.959555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:51.959604] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:51.959632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:51.959690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:52.015751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:52.016361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:52.016439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:52.016470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:52.125930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:52.126082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:52.126121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:52.126149] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:52.129619] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-29T20:32:52.129912] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-29T20:32:52.130033] [INFO ] [sig       ] TCX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:52.272097] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TCX.txt
[2025-12-29T20:32:52.272211] [INFO ] [sig       ] [3078/3546] Completed TCX in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:52.272249] [INFO ] [sig       ] [3079/3546] Forecasting TD...
[2025-12-29T20:32:52.272278] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-29T20:32:52.272309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-29T20:32:52.283065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-29T20:32:52.283342] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-29T20:32:52.284136] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-29T20:32:52.284188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:52.284219] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:52.284247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:52.284304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:52.341491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:52.342124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:52.342230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:52.342276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:52.460860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:52.460995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:52.461035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:52.461064] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:52.464474] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-12-29T20:32:52.464776] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-29T20:32:52.464906] [INFO ] [sig       ] TD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:52.607206] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TD.txt
[2025-12-29T20:32:52.607350] [INFO ] [sig       ] [3079/3546] Completed TD in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:52.607390] [INFO ] [sig       ] [3080/3546] Forecasting TDC...
[2025-12-29T20:32:52.607420] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-29T20:32:52.607449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-29T20:32:52.618868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-29T20:32:52.619179] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-29T20:32:52.620047] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-29T20:32:52.620100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:52.620131] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:52.620157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:52.620215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:52.679378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:52.680180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:52.680262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:52.680296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:52.802537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:52.802710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:52.802751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:52.802780] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:52.806143] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-12-29T20:32:52.806412] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-29T20:32:52.806540] [INFO ] [sig       ] TDC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:52.945375] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TDC.txt
[2025-12-29T20:32:52.945503] [INFO ] [sig       ] [3080/3546] Completed TDC in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:52.945541] [INFO ] [sig       ] [3081/3546] Forecasting TDF...
[2025-12-29T20:32:52.945587] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-29T20:32:52.945620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-29T20:32:52.956566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-29T20:32:52.956902] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-29T20:32:52.957717] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-29T20:32:52.957768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:52.957799] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:52.957825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:52.957893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:53.013953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:53.014713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:53.014793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:53.014824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:53.127976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:53.128125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:53.128163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:53.128191] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:53.131550] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=15.20%)
[2025-12-29T20:32:53.131848] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-29T20:32:53.131971] [INFO ] [sig       ] TDF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:53.275835] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TDF.txt
[2025-12-29T20:32:53.275992] [INFO ] [sig       ] [3081/3546] Completed TDF in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:53.276033] [INFO ] [sig       ] [3082/3546] Forecasting TDG...
[2025-12-29T20:32:53.276062] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-29T20:32:53.276092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-29T20:32:53.287730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-29T20:32:53.288116] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-29T20:32:53.288994] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-29T20:32:53.289047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:53.289078] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:53.289104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:53.289161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:53.346359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:53.347289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:53.347371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:53.347403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:53.466376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:53.466496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:53.466543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:53.466595] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:53.469848] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-29T20:32:53.470116] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-29T20:32:53.470238] [INFO ] [sig       ] TDG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:53.609431] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TDG.txt
[2025-12-29T20:32:53.609589] [INFO ] [sig       ] [3082/3546] Completed TDG in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:53.609630] [INFO ] [sig       ] [3083/3546] Forecasting TDS...
[2025-12-29T20:32:53.609660] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-29T20:32:53.609691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-29T20:32:53.620713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-29T20:32:53.620975] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-29T20:32:53.621803] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-29T20:32:53.621866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:53.621898] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:53.621925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:53.621983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:53.679172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:53.679816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:53.679896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:53.679929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:53.798071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:53.798225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:53.798265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:53.798293] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:53.801778] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=52.59%)
[2025-12-29T20:32:53.802051] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-29T20:32:53.802179] [INFO ] [sig       ] TDS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:53.948010] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TDS.txt
[2025-12-29T20:32:53.948127] [INFO ] [sig       ] [3083/3546] Completed TDS in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:53.948166] [INFO ] [sig       ] [3084/3546] Forecasting TDSC...
[2025-12-29T20:32:53.948194] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-29T20:32:53.948223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-29T20:32:53.959033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-29T20:32:53.959303] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-29T20:32:53.960173] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-29T20:32:53.960228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:53.960260] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:53.960288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:53.960347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:54.018995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:54.019647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:54.019742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:54.019784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:54.130509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:54.130686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:54.130735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:54.130771] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:54.134254] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-12-29T20:32:54.134529] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-29T20:32:54.134677] [INFO ] [sig       ] TDSC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:54.289646] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TDSC.txt
[2025-12-29T20:32:54.289830] [INFO ] [sig       ] [3084/3546] Completed TDSC in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:54.289871] [INFO ] [sig       ] [3085/3546] Forecasting TDUP...
[2025-12-29T20:32:54.289904] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-29T20:32:54.289933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-29T20:32:54.301354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-29T20:32:54.301735] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-29T20:32:54.302538] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-29T20:32:54.302615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:54.302648] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:54.302675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:54.302733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:54.363680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:54.364548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:54.364657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:54.364692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:54.481905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:54.482051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:54.482270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:54.482298] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:54.485860] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2025-12-29T20:32:54.486139] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-29T20:32:54.486265] [INFO ] [sig       ] TDUP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:54.624765] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TDUP.txt
[2025-12-29T20:32:54.624944] [INFO ] [sig       ] [3085/3546] Completed TDUP in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:54.624999] [INFO ] [sig       ] [3086/3546] Forecasting TDY...
[2025-12-29T20:32:54.625034] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-29T20:32:54.625078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-29T20:32:54.637396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-29T20:32:54.637728] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-29T20:32:54.638591] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-29T20:32:54.638647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:54.638712] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:54.638749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:54.638851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:54.699225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:54.700101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:54.700185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:54.700220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:54.823668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:54.823824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:54.823863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:54.823890] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:54.827261] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-12-29T20:32:54.827549] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-29T20:32:54.827700] [INFO ] [sig       ] TDY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:54.972610] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TDY.txt
[2025-12-29T20:32:54.972745] [INFO ] [sig       ] [3086/3546] Completed TDY in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-29T20:32:54.972785] [INFO ] [sig       ] [3087/3546] Forecasting TEAM...
[2025-12-29T20:32:54.972815] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-29T20:32:54.972844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-29T20:32:54.985125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-29T20:32:54.985522] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-29T20:32:54.986350] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-29T20:32:54.986403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:54.986434] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:54.986460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:54.986515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:55.043521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:55.044432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:55.044517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:55.044550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:55.163975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:55.164132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:55.164172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:55.164199] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:55.167620] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=34.94%)
[2025-12-29T20:32:55.167911] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-29T20:32:55.168048] [INFO ] [sig       ] TEAM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:55.311931] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TEAM.txt
[2025-12-29T20:32:55.312102] [INFO ] [sig       ] [3087/3546] Completed TEAM in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-29T20:32:55.312144] [INFO ] [sig       ] [3088/3546] Forecasting TECH...
[2025-12-29T20:32:55.312172] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-29T20:32:55.312201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-29T20:32:55.323663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-29T20:32:55.324060] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-29T20:32:55.324889] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-29T20:32:55.324941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:55.324973] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:55.324999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:55.325057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:55.381833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:55.382698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:55.382778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:55.382810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:55.503223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:55.503372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:55.503410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:55.503437] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:55.506797] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-29T20:32:55.507079] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-29T20:32:55.507200] [INFO ] [sig       ] TECH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:55.648719] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TECH.txt
[2025-12-29T20:32:55.648977] [INFO ] [sig       ] [3088/3546] Completed TECH in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:55.649019] [INFO ] [sig       ] [3089/3546] Forecasting TECK...
[2025-12-29T20:32:55.649049] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-29T20:32:55.649079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-29T20:32:55.660519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-29T20:32:55.660956] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-29T20:32:55.661807] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-29T20:32:55.661861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:55.661893] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:55.661920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:55.661977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:55.719096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:55.719976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:55.720059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:55.720091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:55.845862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:55.846033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:55.846076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:55.846160] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:55.849847] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=68.33%)
[2025-12-29T20:32:55.850211] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-29T20:32:55.850363] [INFO ] [sig       ] TECK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:55.993832] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TECK.txt
[2025-12-29T20:32:55.993986] [INFO ] [sig       ] [3089/3546] Completed TECK in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:55.994026] [INFO ] [sig       ] [3090/3546] Forecasting TECX...
[2025-12-29T20:32:55.994055] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-29T20:32:55.994085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-29T20:32:56.006099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-29T20:32:56.006416] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-29T20:32:56.007228] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-29T20:32:56.007282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:56.007314] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:56.007340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:56.007407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:56.063480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:56.064141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:56.064220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:56.064251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:56.180106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:56.180251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:56.180290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:56.180318] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:56.183645] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-12-29T20:32:56.183921] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-29T20:32:56.184045] [INFO ] [sig       ] TECX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:56.324362] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TECX.txt
[2025-12-29T20:32:56.324521] [INFO ] [sig       ] [3090/3546] Completed TECX in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:56.324562] [INFO ] [sig       ] [3091/3546] Forecasting TEF...
[2025-12-29T20:32:56.324614] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-29T20:32:56.324646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-29T20:32:56.336495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-29T20:32:56.336968] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-29T20:32:56.337878] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-29T20:32:56.337936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:56.337967] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:56.337993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:56.338051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:56.397916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:56.399091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:56.399223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:56.399273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:56.521346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:56.521503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:56.521545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:56.521592] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:56.525109] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-29T20:32:56.525420] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-29T20:32:56.525557] [INFO ] [sig       ] TEF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:56.672333] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TEF.txt
[2025-12-29T20:32:56.672487] [INFO ] [sig       ] [3091/3546] Completed TEF in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:56.672526] [INFO ] [sig       ] [3092/3546] Forecasting TEI...
[2025-12-29T20:32:56.672556] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-29T20:32:56.672607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-29T20:32:56.684177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-29T20:32:56.684557] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-29T20:32:56.685400] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-29T20:32:56.685455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:56.685486] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:56.685512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:56.685587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:56.742876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:56.743760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:56.743845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:56.743877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:56.859810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:56.859958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:56.859997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:56.860025] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:56.863314] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-29T20:32:56.863593] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-29T20:32:56.863718] [INFO ] [sig       ] TEI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:57.004717] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TEI.txt
[2025-12-29T20:32:57.004848] [INFO ] [sig       ] [3092/3546] Completed TEI in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:57.004887] [INFO ] [sig       ] [3093/3546] Forecasting TELO...
[2025-12-29T20:32:57.004917] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-29T20:32:57.004946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-29T20:32:57.015995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-29T20:32:57.016285] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-29T20:32:57.017098] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-29T20:32:57.017151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:57.017183] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:57.017210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:57.017267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:57.072926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:57.073717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:57.073802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:57.073834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:57.188925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:57.189068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:57.189107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:57.189135] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:57.192501] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-12-29T20:32:57.192782] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-29T20:32:57.192905] [INFO ] [sig       ] TELO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:57.334088] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TELO.txt
[2025-12-29T20:32:57.334213] [INFO ] [sig       ] [3093/3546] Completed TELO in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:57.334250] [INFO ] [sig       ] [3094/3546] Forecasting TEM...
[2025-12-29T20:32:57.334280] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-29T20:32:57.334309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-29T20:32:57.345783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-29T20:32:57.346052] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-29T20:32:57.346866] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-29T20:32:57.346919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:57.346961] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:57.346988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:57.347046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:57.406131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:57.406867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:57.406948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:57.406980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:57.527471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:57.527638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:57.527679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:57.527707] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:57.531049] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-29T20:32:57.531316] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-29T20:32:57.531441] [INFO ] [sig       ] TEM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:57.689897] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TEM.txt
[2025-12-29T20:32:57.690029] [INFO ] [sig       ] [3094/3546] Completed TEM in 0.4s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:57.690069] [INFO ] [sig       ] [3095/3546] Forecasting TENB...
[2025-12-29T20:32:57.690099] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-29T20:32:57.690128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-29T20:32:57.701216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-29T20:32:57.701506] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-29T20:32:57.702318] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-29T20:32:57.702369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:57.702400] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:57.702426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:57.702482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:57.758376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:57.759007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:57.759083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:57.759115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:57.876603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:57.876773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:57.876814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:57.876842] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:57.880432] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-12-29T20:32:57.880743] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-29T20:32:57.880880] [INFO ] [sig       ] TENB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:58.031539] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TENB.txt
[2025-12-29T20:32:58.031732] [INFO ] [sig       ] [3095/3546] Completed TENB in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:58.031801] [INFO ] [sig       ] [3096/3546] Forecasting TENX...
[2025-12-29T20:32:58.031840] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-29T20:32:58.031877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-29T20:32:58.043411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-29T20:32:58.043826] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-29T20:32:58.044776] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-29T20:32:58.044832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:58.044874] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:58.044918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:58.044980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:58.107544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:58.108381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:58.108495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:58.108531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:58.228122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:58.228310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:58.228371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:58.228412] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:58.232293] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-29T20:32:58.232702] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-29T20:32:58.232878] [INFO ] [sig       ] TENX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:58.374364] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TENX.txt
[2025-12-29T20:32:58.374507] [INFO ] [sig       ] [3096/3546] Completed TENX in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:58.374548] [INFO ] [sig       ] [3097/3546] Forecasting TEO...
[2025-12-29T20:32:58.374597] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-29T20:32:58.374630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-29T20:32:58.385808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-29T20:32:58.386071] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-29T20:32:58.386872] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-29T20:32:58.386925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:58.386957] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:58.386983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:58.387041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:58.446206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:58.446898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:58.446977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:58.447008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:58.565211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:58.565365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:58.565404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:58.565432] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:58.568804] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=68.24%)
[2025-12-29T20:32:58.569083] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-29T20:32:58.569208] [INFO ] [sig       ] TEO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:58.708245] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TEO.txt
[2025-12-29T20:32:58.708390] [INFO ] [sig       ] [3097/3546] Completed TEO in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:58.708438] [INFO ] [sig       ] [3098/3546] Forecasting TERN...
[2025-12-29T20:32:58.708468] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-29T20:32:58.708496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-29T20:32:58.719338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-29T20:32:58.719631] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-29T20:32:58.720452] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-29T20:32:58.720504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:58.720534] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:58.720560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:58.720634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:58.778289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:58.778964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:58.779041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:58.779075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:58.900375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:58.900509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:58.900547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:58.900591] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:58.903873] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-29T20:32:58.904134] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-29T20:32:58.904255] [INFO ] [sig       ] TERN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:59.043596] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TERN.txt
[2025-12-29T20:32:59.043715] [INFO ] [sig       ] [3098/3546] Completed TERN in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:59.043754] [INFO ] [sig       ] [3099/3546] Forecasting TEVA...
[2025-12-29T20:32:59.043782] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-29T20:32:59.043810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-29T20:32:59.054738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-29T20:32:59.055012] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-29T20:32:59.055820] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-29T20:32:59.055885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:59.055923] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:59.055954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:59.056016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:59.112213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:59.112818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:59.112899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:59.112931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:59.233684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:59.233848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:59.233897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:59.233928] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:59.237398] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=66.26%)
[2025-12-29T20:32:59.237687] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-29T20:32:59.237829] [INFO ] [sig       ] TEVA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:32:59.377514] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TEVA.txt
[2025-12-29T20:32:59.377666] [INFO ] [sig       ] [3099/3546] Completed TEVA in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:59.377706] [INFO ] [sig       ] [3100/3546] Forecasting TEX...
[2025-12-29T20:32:59.377735] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-29T20:32:59.377772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-29T20:32:59.388923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-29T20:32:59.389260] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-29T20:32:59.390071] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-29T20:32:59.390123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:59.390154] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:59.390181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:59.390247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:59.447234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:59.447885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:59.447974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:59.448007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:59.582785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:59.582941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:59.582981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:59.583010] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:59.586347] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-12-29T20:32:59.586638] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-29T20:32:59.586772] [INFO ] [sig       ] TEX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:32:59.730901] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TEX.txt
[2025-12-29T20:32:59.731043] [INFO ] [sig       ] [3100/3546] Completed TEX in 0.4s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:32:59.731082] [INFO ] [sig       ] [3101/3546] Forecasting TFC...
[2025-12-29T20:32:59.731111] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-29T20:32:59.731141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-29T20:32:59.744025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-29T20:32:59.744380] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-29T20:32:59.745206] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-29T20:32:59.745260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:32:59.745292] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:32:59.745320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:32:59.745380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:32:59.804023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:32:59.804722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:32:59.804803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:32:59.804840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:32:59.930308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:32:59.930453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:32:59.930491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:32:59.930535] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:32:59.933888] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-29T20:32:59.934161] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-29T20:32:59.934284] [INFO ] [sig       ] TFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:00.081159] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TFC.txt
[2025-12-29T20:33:00.081319] [INFO ] [sig       ] [3101/3546] Completed TFC in 0.4s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:33:00.081360] [INFO ] [sig       ] [3102/3546] Forecasting TFII...
[2025-12-29T20:33:00.081389] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-29T20:33:00.081418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-29T20:33:00.092589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-29T20:33:00.092876] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-29T20:33:00.093723] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-29T20:33:00.093778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:00.093811] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:00.093838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:00.093898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:00.153220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:00.153959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:00.154042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:00.154075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:00.269859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:00.269976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:00.270015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:00.270045] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:00.273537] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-29T20:33:00.273843] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-29T20:33:00.273976] [INFO ] [sig       ] TFII: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:00.422157] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TFII.txt
[2025-12-29T20:33:00.422301] [INFO ] [sig       ] [3102/3546] Completed TFII in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:33:00.422341] [INFO ] [sig       ] [3103/3546] Forecasting TFIN...
[2025-12-29T20:33:00.422370] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-29T20:33:00.422400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-29T20:33:00.433401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-29T20:33:00.433757] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-29T20:33:00.434547] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-29T20:33:00.434619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:00.434685] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:00.434715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:00.434773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:00.494359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:00.495172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:00.495269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:00.495304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:00.610404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:00.610521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:00.610560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:00.610609] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:00.614130] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-29T20:33:00.614431] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-29T20:33:00.614564] [INFO ] [sig       ] TFIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:00.765288] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TFIN.txt
[2025-12-29T20:33:00.765418] [INFO ] [sig       ] [3103/3546] Completed TFIN in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:33:00.765458] [INFO ] [sig       ] [3104/3546] Forecasting TFPM...
[2025-12-29T20:33:00.765488] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-29T20:33:00.765517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-29T20:33:00.776877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-29T20:33:00.777166] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-29T20:33:00.777969] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-29T20:33:00.778021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:00.778053] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:00.778080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:00.778137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:00.837599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:00.838268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:00.838365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:00.838400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:00.971463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:00.971641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:00.971683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:00.971717] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:00.975124] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-29T20:33:00.975394] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-29T20:33:00.975519] [INFO ] [sig       ] TFPM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:01.115016] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TFPM.txt
[2025-12-29T20:33:01.115179] [INFO ] [sig       ] [3104/3546] Completed TFPM in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-29T20:33:01.115219] [INFO ] [sig       ] [3105/3546] Forecasting TFSL...
[2025-12-29T20:33:01.115249] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-29T20:33:01.115278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-29T20:33:01.127799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-29T20:33:01.128244] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-29T20:33:01.129113] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-29T20:33:01.129168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:01.129215] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:01.129243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:01.129301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:01.188829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:01.189759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:01.189849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:01.189884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:01.310818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:01.310985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:01.311025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:01.311055] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:01.314509] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=75.05%)
[2025-12-29T20:33:01.314819] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-29T20:33:01.314955] [INFO ] [sig       ] TFSL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:01.462828] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TFSL.txt
[2025-12-29T20:33:01.463669] [INFO ] [sig       ] [3105/3546] Completed TFSL in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:01.463717] [INFO ] [sig       ] [3106/3546] Forecasting TG...
[2025-12-29T20:33:01.463747] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-29T20:33:01.463779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-29T20:33:01.475169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-29T20:33:01.475488] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-29T20:33:01.476316] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-29T20:33:01.476370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:01.476401] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:01.476427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:01.476484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:01.532928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:01.533706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:01.533789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:01.533822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:01.653179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:01.653352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:01.653400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:01.653470] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:01.657220] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-29T20:33:01.657619] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-29T20:33:01.657797] [INFO ] [sig       ] TG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:01.814718] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TG.txt
[2025-12-29T20:33:01.814889] [INFO ] [sig       ] [3106/3546] Completed TG in 0.4s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:01.814938] [INFO ] [sig       ] [3107/3546] Forecasting TGLS...
[2025-12-29T20:33:01.814975] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-29T20:33:01.815204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-29T20:33:01.828318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-29T20:33:01.828718] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-29T20:33:01.829684] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-29T20:33:01.829753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:01.829798] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:01.829839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:01.829924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:01.891810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:01.892767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:01.892869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:01.892908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:02.013383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:02.013537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:02.013593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:02.013625] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:02.016985] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-12-29T20:33:02.017258] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-29T20:33:02.017388] [INFO ] [sig       ] TGLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:02.156206] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TGLS.txt
[2025-12-29T20:33:02.156361] [INFO ] [sig       ] [3107/3546] Completed TGLS in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:02.156401] [INFO ] [sig       ] [3108/3546] Forecasting TGNA...
[2025-12-29T20:33:02.156430] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-29T20:33:02.156458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-29T20:33:02.167733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-29T20:33:02.168023] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-29T20:33:02.168864] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-29T20:33:02.168921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:02.168952] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:02.168978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:02.169037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:02.225457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:02.226163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:02.226242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:02.226274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:02.345475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:02.345626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:02.345666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:02.345694] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:02.348960] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-29T20:33:02.349227] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-29T20:33:02.349349] [INFO ] [sig       ] TGNA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:02.491754] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TGNA.txt
[2025-12-29T20:33:02.491876] [INFO ] [sig       ] [3108/3546] Completed TGNA in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:02.491919] [INFO ] [sig       ] [3109/3546] Forecasting TGS...
[2025-12-29T20:33:02.491949] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-29T20:33:02.491986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-29T20:33:02.503275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-29T20:33:02.503602] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-29T20:33:02.504479] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-29T20:33:02.504533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:02.504566] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:02.504638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:02.504707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:02.566310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:02.567013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:02.567093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:02.567125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:02.679740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:02.679895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:02.679936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:02.679966] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:02.683267] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-29T20:33:02.683533] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-29T20:33:02.683679] [INFO ] [sig       ] TGS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:02.825826] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TGS.txt
[2025-12-29T20:33:02.825945] [INFO ] [sig       ] [3109/3546] Completed TGS in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:02.825983] [INFO ] [sig       ] [3110/3546] Forecasting TGTX...
[2025-12-29T20:33:02.826011] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-29T20:33:02.826039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-29T20:33:02.837591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-29T20:33:02.837907] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-29T20:33:02.838744] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-29T20:33:02.838854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:02.838889] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:02.838916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:02.838974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:02.897750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:02.898373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:02.898453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:02.898486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:03.018878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:03.019006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:03.019044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:03.019072] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:03.022297] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-29T20:33:03.022591] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-29T20:33:03.022716] [INFO ] [sig       ] TGTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:03.166409] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TGTX.txt
[2025-12-29T20:33:03.166549] [INFO ] [sig       ] [3110/3546] Completed TGTX in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:03.166607] [INFO ] [sig       ] [3111/3546] Forecasting TH...
[2025-12-29T20:33:03.166638] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-29T20:33:03.166667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-29T20:33:03.177880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-29T20:33:03.178212] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-29T20:33:03.179101] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-29T20:33:03.179155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:03.179188] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:03.179216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:03.179275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:03.235810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:03.236537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:03.236635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:03.236668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:03.356742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:03.356893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:03.356939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:03.356973] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:03.360416] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-12-29T20:33:03.360706] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-29T20:33:03.360830] [INFO ] [sig       ] TH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:03.502174] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TH.txt
[2025-12-29T20:33:03.502303] [INFO ] [sig       ] [3111/3546] Completed TH in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:03.502342] [INFO ] [sig       ] [3112/3546] Forecasting THC...
[2025-12-29T20:33:03.502372] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-29T20:33:03.502413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-29T20:33:03.513606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-29T20:33:03.513909] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-29T20:33:03.514710] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-29T20:33:03.514763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:03.514794] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:03.514820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:03.514877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:03.574851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:03.575560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:03.575663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:03.575697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:03.696841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:03.697014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:03.697055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:03.697084] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:03.700520] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-12-29T20:33:03.700824] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-29T20:33:03.700952] [INFO ] [sig       ] THC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:03.841060] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/THC.txt
[2025-12-29T20:33:03.841198] [INFO ] [sig       ] [3112/3546] Completed THC in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:03.841237] [INFO ] [sig       ] [3113/3546] Forecasting THFF...
[2025-12-29T20:33:03.841266] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-29T20:33:03.841294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-29T20:33:03.852994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-29T20:33:03.853282] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-29T20:33:03.854091] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-29T20:33:03.854144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:03.854175] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:03.854201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:03.854259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:03.912199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:03.912863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:03.912993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:03.913043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:04.037449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:04.037637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:04.037681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:04.037709] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:04.041259] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-29T20:33:04.041559] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-29T20:33:04.041714] [INFO ] [sig       ] THFF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:04.181990] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/THFF.txt
[2025-12-29T20:33:04.182153] [INFO ] [sig       ] [3113/3546] Completed THFF in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:04.182195] [INFO ] [sig       ] [3114/3546] Forecasting THG...
[2025-12-29T20:33:04.182225] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-29T20:33:04.182254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-29T20:33:04.194045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-29T20:33:04.194391] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-29T20:33:04.195237] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-29T20:33:04.195290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:04.195322] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:04.195349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:04.195406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:04.252441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:04.253337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:04.253417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:04.253450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:04.376583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:04.376769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:04.376810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:04.376839] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:04.380510] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-29T20:33:04.380814] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-29T20:33:04.380942] [INFO ] [sig       ] THG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:04.524324] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/THG.txt
[2025-12-29T20:33:04.524480] [INFO ] [sig       ] [3114/3546] Completed THG in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:04.524520] [INFO ] [sig       ] [3115/3546] Forecasting THO...
[2025-12-29T20:33:04.524550] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-29T20:33:04.524598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-29T20:33:04.537219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-29T20:33:04.537592] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-29T20:33:04.538373] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-29T20:33:04.538425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:04.538457] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:04.538483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:04.538541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:04.596036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:04.597303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:04.597386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:04.597418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:04.720140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:04.720299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:04.720338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:04.720367] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:04.723742] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2025-12-29T20:33:04.724025] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-29T20:33:04.724153] [INFO ] [sig       ] THO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:04.867856] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/THO.txt
[2025-12-29T20:33:04.867994] [INFO ] [sig       ] [3115/3546] Completed THO in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:04.868032] [INFO ] [sig       ] [3116/3546] Forecasting THQ...
[2025-12-29T20:33:04.868061] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-29T20:33:04.868090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-29T20:33:04.879427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-29T20:33:04.879757] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-29T20:33:04.880535] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-29T20:33:04.880606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:04.880640] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:04.880667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:04.880725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:04.938891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:04.939778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:04.939865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:04.939896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:05.061838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:05.062002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:05.062045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:05.062074] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:05.065498] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-29T20:33:05.065790] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-29T20:33:05.065917] [INFO ] [sig       ] THQ: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:05.212914] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/THQ.txt
[2025-12-29T20:33:05.213094] [INFO ] [sig       ] [3116/3546] Completed THQ in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:05.213141] [INFO ] [sig       ] [3117/3546] Forecasting THRM...
[2025-12-29T20:33:05.213172] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-29T20:33:05.213201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-29T20:33:05.224648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-29T20:33:05.224967] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-29T20:33:05.225767] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-29T20:33:05.225819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:05.225852] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:05.225878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:05.225936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:05.285694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:05.286540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:05.286640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:05.286675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:05.412847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:05.412998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:05.413043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:05.413082] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:05.416517] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-12-29T20:33:05.416809] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-29T20:33:05.416952] [INFO ] [sig       ] THRM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:05.562983] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/THRM.txt
[2025-12-29T20:33:05.563120] [INFO ] [sig       ] [3117/3546] Completed THRM in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:05.563159] [INFO ] [sig       ] [3118/3546] Forecasting THRY...
[2025-12-29T20:33:05.563189] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-29T20:33:05.563218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-29T20:33:05.574199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-29T20:33:05.574499] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-29T20:33:05.575287] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-29T20:33:05.575351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:05.575384] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:05.575411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:05.575469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:05.633233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:05.633999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:05.634082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:05.634116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:05.757688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:05.757850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:05.757890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:05.757918] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:05.761381] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-12-29T20:33:05.761709] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-29T20:33:05.761847] [INFO ] [sig       ] THRY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:05.922650] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/THRY.txt
[2025-12-29T20:33:05.922816] [INFO ] [sig       ] [3118/3546] Completed THRY in 0.4s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:05.922860] [INFO ] [sig       ] [3119/3546] Forecasting THS...
[2025-12-29T20:33:05.922892] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-29T20:33:05.922921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-29T20:33:05.934816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-29T20:33:05.935126] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-29T20:33:05.935921] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-29T20:33:05.935973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:05.936005] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:05.936032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:05.936089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:05.992472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:05.993076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:05.993154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:05.993185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:06.114862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:06.114976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:06.115012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:06.115040] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:06.118245] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2025-12-29T20:33:06.118509] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-29T20:33:06.118652] [INFO ] [sig       ] THS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:06.257331] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/THS.txt
[2025-12-29T20:33:06.257460] [INFO ] [sig       ] [3119/3546] Completed THS in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:06.257498] [INFO ] [sig       ] [3120/3546] Forecasting TIGO...
[2025-12-29T20:33:06.257528] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-29T20:33:06.257557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-29T20:33:06.268706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-29T20:33:06.269008] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-29T20:33:06.269801] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-29T20:33:06.269853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:06.269909] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:06.269938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:06.269996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:06.328539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:06.329397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:06.329482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:06.329516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:06.445441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:06.445588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:06.445635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:06.445668] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:06.449055] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-12-29T20:33:06.449331] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-29T20:33:06.449460] [INFO ] [sig       ] TIGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:06.588198] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TIGO.txt
[2025-12-29T20:33:06.588315] [INFO ] [sig       ] [3120/3546] Completed TIGO in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:06.588353] [INFO ] [sig       ] [3121/3546] Forecasting TIL...
[2025-12-29T20:33:06.588382] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-29T20:33:06.588411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-29T20:33:06.599665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-29T20:33:06.599935] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-29T20:33:06.600753] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-29T20:33:06.600807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:06.600839] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:06.600867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:06.600925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:06.658125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:06.658783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:06.658871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:06.658904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:06.782487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:06.782667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:06.782713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:06.782745] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:06.786284] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-29T20:33:06.786559] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-29T20:33:06.786704] [INFO ] [sig       ] TIL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:06.926642] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TIL.txt
[2025-12-29T20:33:06.926764] [INFO ] [sig       ] [3121/3546] Completed TIL in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-29T20:33:06.926810] [INFO ] [sig       ] [3122/3546] Forecasting TILE...
[2025-12-29T20:33:06.926840] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-29T20:33:06.926869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-29T20:33:06.938150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-29T20:33:06.938520] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-29T20:33:06.939363] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-29T20:33:06.939415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:06.939446] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:06.939473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:06.939530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:06.996809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:06.997667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:06.997748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:06.997780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:07.119132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:07.119289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:07.119326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:07.119354] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:07.122801] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-29T20:33:07.123088] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-29T20:33:07.123222] [INFO ] [sig       ] TILE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:07.268677] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TILE.txt
[2025-12-29T20:33:07.268862] [INFO ] [sig       ] [3122/3546] Completed TILE in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-29T20:33:07.268905] [INFO ] [sig       ] [3123/3546] Forecasting TIMB...
[2025-12-29T20:33:07.268937] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-29T20:33:07.268969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-29T20:33:07.280677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-29T20:33:07.281041] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-29T20:33:07.281875] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-29T20:33:07.281930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:07.281962] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:07.281989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:07.282048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:07.340428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:07.341294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:07.341380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:07.341414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:07.463819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:07.463994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:07.464034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:07.464094] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:07.467508] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-29T20:33:07.467816] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-29T20:33:07.467943] [INFO ] [sig       ] TIMB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:07.611310] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TIMB.txt
[2025-12-29T20:33:07.611450] [INFO ] [sig       ] [3123/3546] Completed TIMB in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:07.611490] [INFO ] [sig       ] [3124/3546] Forecasting TITN...
[2025-12-29T20:33:07.611521] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-29T20:33:07.611551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-29T20:33:07.623278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-29T20:33:07.623558] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-29T20:33:07.624358] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-29T20:33:07.624410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:07.624442] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:07.624469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:07.624526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:07.680899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:07.681605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:07.681685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:07.681717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:07.800322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:07.800477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:07.800518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:07.800548] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:07.803979] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-29T20:33:07.804251] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-29T20:33:07.804376] [INFO ] [sig       ] TITN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:07.945673] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TITN.txt
[2025-12-29T20:33:07.945806] [INFO ] [sig       ] [3124/3546] Completed TITN in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:07.945847] [INFO ] [sig       ] [3125/3546] Forecasting TJX...
[2025-12-29T20:33:07.945877] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-29T20:33:07.945908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-29T20:33:07.957540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-29T20:33:07.957864] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-29T20:33:07.958701] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-29T20:33:07.958755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:07.958811] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:07.958839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:07.958897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:08.015914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:08.016542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:08.016637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:08.016671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:08.139334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:08.139489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:08.139547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:08.139596] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:08.143127] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-12-29T20:33:08.143395] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-29T20:33:08.143519] [INFO ] [sig       ] TJX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:08.284468] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TJX.txt
[2025-12-29T20:33:08.284618] [INFO ] [sig       ] [3125/3546] Completed TJX in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:08.284660] [INFO ] [sig       ] [3126/3546] Forecasting TK...
[2025-12-29T20:33:08.284689] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-29T20:33:08.284720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-29T20:33:08.296417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-29T20:33:08.296813] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-29T20:33:08.297639] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-29T20:33:08.297694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:08.297727] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:08.297755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:08.297817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:08.357314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:08.358172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:08.358255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:08.358287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:08.481454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:08.481646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:08.481690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:08.481718] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:08.485208] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-29T20:33:08.485496] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-29T20:33:08.485649] [INFO ] [sig       ] TK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:08.624082] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TK.txt
[2025-12-29T20:33:08.624227] [INFO ] [sig       ] [3126/3546] Completed TK in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:08.624267] [INFO ] [sig       ] [3127/3546] Forecasting TKC...
[2025-12-29T20:33:08.624295] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-29T20:33:08.624323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-29T20:33:08.636107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-29T20:33:08.636433] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-29T20:33:08.637263] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-29T20:33:08.637317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:08.637348] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:08.637373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:08.637430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:08.693969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:08.694930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:08.695015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:08.695047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:08.817955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:08.818132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:08.818176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:08.818205] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:08.821747] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-29T20:33:08.822043] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-29T20:33:08.822180] [INFO ] [sig       ] TKC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:08.965904] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TKC.txt
[2025-12-29T20:33:08.966046] [INFO ] [sig       ] [3127/3546] Completed TKC in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:08.966086] [INFO ] [sig       ] [3128/3546] Forecasting TKNO...
[2025-12-29T20:33:08.966115] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-29T20:33:08.966144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-29T20:33:08.977240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-29T20:33:08.977542] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-29T20:33:08.978344] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-29T20:33:08.978397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:08.978428] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:08.978454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:08.978510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:09.034145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:09.034882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:09.034961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:09.034993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:09.151883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:09.152062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:09.152115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:09.152152] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:09.155685] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-29T20:33:09.155968] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-29T20:33:09.156099] [INFO ] [sig       ] TKNO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:09.293712] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TKNO.txt
[2025-12-29T20:33:09.293850] [INFO ] [sig       ] [3128/3546] Completed TKNO in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:09.293889] [INFO ] [sig       ] [3129/3546] Forecasting TKO...
[2025-12-29T20:33:09.293919] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-29T20:33:09.293948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-29T20:33:09.305919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-29T20:33:09.306274] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-29T20:33:09.307089] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-29T20:33:09.307143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:09.307186] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:09.307213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:09.307271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:09.365360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:09.366249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:09.366330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:09.366362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:09.488602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:09.488790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:09.488832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:09.488863] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:09.492691] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2025-12-29T20:33:09.492985] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-29T20:33:09.493120] [INFO ] [sig       ] TKO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:09.640413] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TKO.txt
[2025-12-29T20:33:09.640566] [INFO ] [sig       ] [3129/3546] Completed TKO in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:09.640628] [INFO ] [sig       ] [3130/3546] Forecasting TLK...
[2025-12-29T20:33:09.640659] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-29T20:33:09.640689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-29T20:33:09.654993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-29T20:33:09.655476] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-29T20:33:09.656521] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-29T20:33:09.656610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:09.656657] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:09.656698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:09.656773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:09.732699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:09.733651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:09.733773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:09.733818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:09.874898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:09.875058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:09.875100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:09.875130] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:09.878745] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-29T20:33:09.879059] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-29T20:33:09.879211] [INFO ] [sig       ] TLK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:10.040179] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TLK.txt
[2025-12-29T20:33:10.040391] [INFO ] [sig       ] [3130/3546] Completed TLK in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:10.040435] [INFO ] [sig       ] [3131/3546] Forecasting TLS...
[2025-12-29T20:33:10.040465] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-29T20:33:10.040496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-29T20:33:10.054202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-29T20:33:10.054719] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-29T20:33:10.055870] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-29T20:33:10.055940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:10.055988] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:10.056027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:10.056115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:10.133455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:10.134342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:10.134425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:10.134459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:10.260522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:10.260697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:10.260738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:10.260768] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:10.264284] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-12-29T20:33:10.264610] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-29T20:33:10.264752] [INFO ] [sig       ] TLS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:10.406880] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TLS.txt
[2025-12-29T20:33:10.407026] [INFO ] [sig       ] [3131/3546] Completed TLS in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:10.407076] [INFO ] [sig       ] [3132/3546] Forecasting TLSA...
[2025-12-29T20:33:10.407109] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-29T20:33:10.407139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-29T20:33:10.419895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-29T20:33:10.420259] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-29T20:33:10.421156] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-29T20:33:10.421214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:10.421245] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:10.421271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:10.421328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:10.479142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:10.480048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:10.480197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:10.480239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:10.603262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:10.603420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:10.603460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:10.603490] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:10.606996] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-12-29T20:33:10.607289] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-29T20:33:10.607425] [INFO ] [sig       ] TLSA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:10.752129] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TLSA.txt
[2025-12-29T20:33:10.752266] [INFO ] [sig       ] [3132/3546] Completed TLSA in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:10.752305] [INFO ] [sig       ] [3133/3546] Forecasting TLSI...
[2025-12-29T20:33:10.752340] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-29T20:33:10.752372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-29T20:33:10.763298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-29T20:33:10.763615] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-29T20:33:10.764407] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-29T20:33:10.764464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:10.764496] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:10.764522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:10.764599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:10.824916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:10.825792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:10.825876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:10.825911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:10.940144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:10.940300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:10.940340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:10.940368] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:10.943712] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-12-29T20:33:10.943977] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-29T20:33:10.944103] [INFO ] [sig       ] TLSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:11.087120] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TLSI.txt
[2025-12-29T20:33:11.087527] [INFO ] [sig       ] [3133/3546] Completed TLSI in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:11.087599] [INFO ] [sig       ] [3134/3546] Forecasting TLYS...
[2025-12-29T20:33:11.087644] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-29T20:33:11.087676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-29T20:33:11.334920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-29T20:33:11.335210] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-29T20:33:11.336060] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-29T20:33:11.336118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:11.336150] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:11.336178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:11.336252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:11.394743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:11.395533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:11.395632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:11.395668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:11.522045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:11.522196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:11.522236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:11.522265] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:11.525782] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-29T20:33:11.526066] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-29T20:33:11.526197] [INFO ] [sig       ] TLYS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:11.665365] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TLYS.txt
[2025-12-29T20:33:11.665501] [INFO ] [sig       ] [3134/3546] Completed TLYS in 0.6s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:11.665540] [INFO ] [sig       ] [3135/3546] Forecasting TM...
[2025-12-29T20:33:11.665586] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-29T20:33:11.665625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-29T20:33:11.676936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-29T20:33:11.677272] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-29T20:33:11.678062] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-29T20:33:11.678120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:11.678151] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:11.678178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:11.678235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:11.737635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:11.738474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:11.738559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:11.738612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:11.859550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:11.859710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:11.859749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:11.859780] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:11.863204] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-29T20:33:11.863488] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-29T20:33:11.863633] [INFO ] [sig       ] TM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:12.007310] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TM.txt
[2025-12-29T20:33:12.007492] [INFO ] [sig       ] [3135/3546] Completed TM in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:12.007538] [INFO ] [sig       ] [3136/3546] Forecasting TMC...
[2025-12-29T20:33:12.007587] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-29T20:33:12.007620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-29T20:33:12.019993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-29T20:33:12.020323] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-29T20:33:12.021417] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-29T20:33:12.021472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:12.021505] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:12.021532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:12.021620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:12.081167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:12.082041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:12.082126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:12.082160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:12.198819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:12.198971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:12.199012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:12.199062] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:12.202474] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-12-29T20:33:12.202770] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-29T20:33:12.202902] [INFO ] [sig       ] TMC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:12.345094] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TMC.txt
[2025-12-29T20:33:12.345231] [INFO ] [sig       ] [3136/3546] Completed TMC in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:12.345279] [INFO ] [sig       ] [3137/3546] Forecasting TMCI...
[2025-12-29T20:33:12.345310] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-29T20:33:12.345339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-29T20:33:12.356254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-29T20:33:12.356559] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-29T20:33:12.357355] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-29T20:33:12.357408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:12.357465] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:12.357494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:12.357552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:12.414831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:12.415565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:12.415662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:12.415695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:12.539999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:12.540150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:12.540191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:12.540219] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:12.543541] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-29T20:33:12.543830] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-29T20:33:12.543952] [INFO ] [sig       ] TMCI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:12.684467] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TMCI.txt
[2025-12-29T20:33:12.684627] [INFO ] [sig       ] [3137/3546] Completed TMCI in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:12.684672] [INFO ] [sig       ] [3138/3546] Forecasting TMDX...
[2025-12-29T20:33:12.684701] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-29T20:33:12.684730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-29T20:33:12.695999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-29T20:33:12.696295] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-29T20:33:12.697091] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-29T20:33:12.697143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:12.697175] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:12.697201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:12.697259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:12.755447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:12.756185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:12.756279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:12.756328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:12.875586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:12.875751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:12.875791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:12.875823] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:12.879346] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-29T20:33:12.879652] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-29T20:33:12.879802] [INFO ] [sig       ] TMDX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:13.026506] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TMDX.txt
[2025-12-29T20:33:13.026668] [INFO ] [sig       ] [3138/3546] Completed TMDX in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-29T20:33:13.026710] [INFO ] [sig       ] [3139/3546] Forecasting TME...
[2025-12-29T20:33:13.026738] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-29T20:33:13.026767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-29T20:33:13.037776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-29T20:33:13.038081] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-29T20:33:13.038899] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-29T20:33:13.038951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:13.038983] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:13.039009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:13.039065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:13.097686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:13.098487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:13.098567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:13.098619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:13.221707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:13.221874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:13.221924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:13.221963] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:13.225596] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=50.70%)
[2025-12-29T20:33:13.225893] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-29T20:33:13.226026] [INFO ] [sig       ] TME: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:13.371220] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TME.txt
[2025-12-29T20:33:13.371349] [INFO ] [sig       ] [3139/3546] Completed TME in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-29T20:33:13.371388] [INFO ] [sig       ] [3140/3546] Forecasting TMHC...
[2025-12-29T20:33:13.371417] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-29T20:33:13.371447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-29T20:33:13.382902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-29T20:33:13.383233] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-29T20:33:13.384046] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-29T20:33:13.384101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:13.384132] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:13.384158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:13.384228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:13.442677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:13.443378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:13.443468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:13.443502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:13.563617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:13.563766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:13.563806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:13.563866] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:13.568282] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-29T20:33:13.568563] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-29T20:33:13.568728] [INFO ] [sig       ] TMHC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:13.715050] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TMHC.txt
[2025-12-29T20:33:13.715203] [INFO ] [sig       ] [3140/3546] Completed TMHC in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:13.715244] [INFO ] [sig       ] [3141/3546] Forecasting TMUS...
[2025-12-29T20:33:13.715274] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-29T20:33:13.715303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-29T20:33:13.726344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-29T20:33:13.726669] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-29T20:33:13.727444] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-29T20:33:13.727496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:13.727527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:13.727553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:13.727635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:13.787674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:13.788472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:13.788553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:13.788605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:13.914190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:13.914346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:13.914393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:13.914431] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:13.917803] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-29T20:33:13.918081] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-29T20:33:13.918207] [INFO ] [sig       ] TMUS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:14.059487] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TMUS.txt
[2025-12-29T20:33:14.059640] [INFO ] [sig       ] [3141/3546] Completed TMUS in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:14.059701] [INFO ] [sig       ] [3142/3546] Forecasting TNC...
[2025-12-29T20:33:14.059732] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-29T20:33:14.059762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-29T20:33:14.071048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-29T20:33:14.071397] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-29T20:33:14.072233] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-29T20:33:14.072297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:14.072330] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:14.072358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:14.072419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:14.130567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:14.131332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:14.131413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:14.131446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:14.248845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:14.249000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:14.249040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:14.249070] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:14.252379] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-12-29T20:33:14.252671] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-29T20:33:14.252800] [INFO ] [sig       ] TNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:14.394624] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TNC.txt
[2025-12-29T20:33:14.394772] [INFO ] [sig       ] [3142/3546] Completed TNC in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:14.394813] [INFO ] [sig       ] [3143/3546] Forecasting TNDM...
[2025-12-29T20:33:14.394841] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-29T20:33:14.394870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-29T20:33:14.405932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-29T20:33:14.406245] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-29T20:33:14.407040] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-29T20:33:14.407092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:14.407123] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:14.407150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:14.407208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:14.464938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:14.465694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:14.465773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:14.465805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:14.589238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:14.589392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:14.589432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:14.589461] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:14.593161] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-29T20:33:14.593456] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-29T20:33:14.593608] [INFO ] [sig       ] TNDM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:14.792912] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TNDM.txt
[2025-12-29T20:33:14.793063] [INFO ] [sig       ] [3143/3546] Completed TNDM in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:14.793104] [INFO ] [sig       ] [3144/3546] Forecasting TNGX...
[2025-12-29T20:33:14.793133] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-29T20:33:14.793163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-29T20:33:14.804340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-29T20:33:14.804680] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-29T20:33:14.805482] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-29T20:33:14.805536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:14.805569] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:14.805623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:14.805684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:14.863124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:14.863875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:14.863955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:14.863987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:14.981041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:14.981201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:14.981242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:14.981271] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:14.984684] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2025-12-29T20:33:14.984965] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-29T20:33:14.985097] [INFO ] [sig       ] TNGX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:15.129831] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TNGX.txt
[2025-12-29T20:33:15.129980] [INFO ] [sig       ] [3144/3546] Completed TNGX in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:15.130020] [INFO ] [sig       ] [3145/3546] Forecasting TNK...
[2025-12-29T20:33:15.130049] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-29T20:33:15.130078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-29T20:33:15.141137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-29T20:33:15.141452] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-29T20:33:15.142267] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-29T20:33:15.142322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:15.142355] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:15.142382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:15.142441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:15.200304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:15.201138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:15.201230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:15.201264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:15.326801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:15.326953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:15.326992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:15.327020] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:15.330399] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-29T20:33:15.330685] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-29T20:33:15.330810] [INFO ] [sig       ] TNK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:15.470993] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TNK.txt
[2025-12-29T20:33:15.471135] [INFO ] [sig       ] [3145/3546] Completed TNK in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:15.471174] [INFO ] [sig       ] [3146/3546] Forecasting TNL...
[2025-12-29T20:33:15.471204] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-29T20:33:15.471234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-29T20:33:15.482104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-29T20:33:15.482400] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-29T20:33:15.483191] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-29T20:33:15.483243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:15.483273] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:15.483300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:15.483358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:15.540322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:15.541087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:15.541165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:15.541199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:15.669551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:15.669716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:15.669759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:15.669788] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:15.673090] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=45.93%)
[2025-12-29T20:33:15.673357] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-29T20:33:15.673480] [INFO ] [sig       ] TNL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:15.811077] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TNL.txt
[2025-12-29T20:33:15.811218] [INFO ] [sig       ] [3146/3546] Completed TNL in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:15.811257] [INFO ] [sig       ] [3147/3546] Forecasting TNON...
[2025-12-29T20:33:15.811287] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-29T20:33:15.811316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-29T20:33:15.822497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-29T20:33:15.822806] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-29T20:33:15.823613] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-29T20:33:15.823666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:15.823697] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:15.823723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:15.823780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:15.880491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:15.881188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:15.881295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:15.881329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:16.009929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:16.010087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:16.010136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:16.010178] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:16.013538] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=25.70%)
[2025-12-29T20:33:16.013849] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-29T20:33:16.013979] [INFO ] [sig       ] TNON: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:16.154361] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TNON.txt
[2025-12-29T20:33:16.154496] [INFO ] [sig       ] [3147/3546] Completed TNON in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:16.154536] [INFO ] [sig       ] [3148/3546] Forecasting TNXP...
[2025-12-29T20:33:16.154566] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-29T20:33:16.154615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-29T20:33:16.166032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-29T20:33:16.166389] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-29T20:33:16.167247] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-29T20:33:16.167302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:16.167335] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:16.167363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:16.167422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:16.225647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:16.226440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:16.226521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:16.226554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:16.346058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:16.346213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:16.346261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:16.346297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:16.349792] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-29T20:33:16.350071] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-29T20:33:16.350208] [INFO ] [sig       ] TNXP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:16.505531] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TNXP.txt
[2025-12-29T20:33:16.505709] [INFO ] [sig       ] [3148/3546] Completed TNXP in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:16.505751] [INFO ] [sig       ] [3149/3546] Forecasting TOI...
[2025-12-29T20:33:16.505783] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-29T20:33:16.505814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-29T20:33:16.517096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-29T20:33:16.517457] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-29T20:33:16.518374] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-29T20:33:16.518432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:16.518474] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:16.518512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:16.518591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:16.583090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:16.583977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:16.584061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:16.584095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:16.714720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:16.714890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:16.714931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:16.714961] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:16.718524] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-29T20:33:16.718837] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-29T20:33:16.718970] [INFO ] [sig       ] TOI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:16.872930] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TOI.txt
[2025-12-29T20:33:16.873101] [INFO ] [sig       ] [3149/3546] Completed TOI in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:16.873157] [INFO ] [sig       ] [3150/3546] Forecasting TOL...
[2025-12-29T20:33:16.873192] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-29T20:33:16.873240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-29T20:33:16.885970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-29T20:33:16.886289] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-29T20:33:16.887115] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-29T20:33:16.887176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:16.887212] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:16.887240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:16.887299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:16.949079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:16.949968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:16.950060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:16.950108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:17.079505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:17.079683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:17.079726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:17.079767] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:17.083650] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-12-29T20:33:17.083964] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-29T20:33:17.084099] [INFO ] [sig       ] TOL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:17.237318] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TOL.txt
[2025-12-29T20:33:17.237521] [INFO ] [sig       ] [3150/3546] Completed TOL in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:17.237605] [INFO ] [sig       ] [3151/3546] Forecasting TORO...
[2025-12-29T20:33:17.237641] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-29T20:33:17.237677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-29T20:33:17.249717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-29T20:33:17.250071] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-29T20:33:17.250926] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-29T20:33:17.250981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:17.251013] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:17.251041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:17.251102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:17.314188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:17.314987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:17.315071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:17.315105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:17.441677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:17.441824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:17.441863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:17.441891] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:17.445280] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-29T20:33:17.445550] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-29T20:33:17.445692] [INFO ] [sig       ] TORO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:17.586730] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TORO.txt
[2025-12-29T20:33:17.586864] [INFO ] [sig       ] [3151/3546] Completed TORO in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:17.586905] [INFO ] [sig       ] [3152/3546] Forecasting TOWN...
[2025-12-29T20:33:17.586935] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-29T20:33:17.586965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-29T20:33:17.598001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-29T20:33:17.598309] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-29T20:33:17.599155] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-29T20:33:17.599207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:17.599244] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:17.599278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:17.599348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:17.656736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:17.657481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:17.657567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:17.657618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:17.781368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:17.781521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:17.781561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:17.781610] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:17.785001] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-29T20:33:17.785273] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-29T20:33:17.785397] [INFO ] [sig       ] TOWN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:17.925639] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TOWN.txt
[2025-12-29T20:33:17.925766] [INFO ] [sig       ] [3152/3546] Completed TOWN in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:17.925805] [INFO ] [sig       ] [3153/3546] Forecasting TOYO...
[2025-12-29T20:33:17.925834] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-29T20:33:17.925863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-29T20:33:17.936280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-29T20:33:17.936590] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-29T20:33:17.937376] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-29T20:33:17.937439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:17.937472] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:17.937498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:17.937560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:17.993868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:17.994525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:17.994620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:17.994654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:18.107838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:18.107991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:18.108029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:18.108058] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:18.111442] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-29T20:33:18.111725] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-29T20:33:18.111846] [INFO ] [sig       ] TOYO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:18.251188] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TOYO.txt
[2025-12-29T20:33:18.251321] [INFO ] [sig       ] [3153/3546] Completed TOYO in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:18.251360] [INFO ] [sig       ] [3154/3546] Forecasting TPB...
[2025-12-29T20:33:18.251389] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-29T20:33:18.251417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-29T20:33:18.264054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-29T20:33:18.264354] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-29T20:33:18.265138] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-29T20:33:18.265190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:18.265257] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:18.265285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:18.265343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:18.321612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:18.322268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:18.322345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:18.322377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:18.440712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:18.440864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:18.440902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:18.440930] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:18.444291] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=48.15%)
[2025-12-29T20:33:18.444587] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-29T20:33:18.444715] [INFO ] [sig       ] TPB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:18.585016] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TPB.txt
[2025-12-29T20:33:18.585147] [INFO ] [sig       ] [3154/3546] Completed TPB in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:18.585186] [INFO ] [sig       ] [3155/3546] Forecasting TPC...
[2025-12-29T20:33:18.585216] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-29T20:33:18.585245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-29T20:33:18.597398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-29T20:33:18.597829] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-29T20:33:18.598717] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-29T20:33:18.598802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:18.598835] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:18.598862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:18.598919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:18.655339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:18.656235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:18.656323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:18.656358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:18.775461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:18.775645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:18.775687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:18.775714] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:18.779096] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-29T20:33:18.779381] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-29T20:33:18.779506] [INFO ] [sig       ] TPC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:18.917756] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TPC.txt
[2025-12-29T20:33:18.917895] [INFO ] [sig       ] [3155/3546] Completed TPC in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:18.917933] [INFO ] [sig       ] [3156/3546] Forecasting TPG...
[2025-12-29T20:33:18.917963] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-29T20:33:18.917993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-29T20:33:18.929880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-29T20:33:18.930246] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-29T20:33:18.931095] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-29T20:33:18.931149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:18.931182] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:18.931209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:18.931268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:18.989009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:18.989796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:18.989881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:18.989913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:19.109145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:19.109309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:19.109349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:19.109379] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:19.112917] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2025-12-29T20:33:19.113209] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-29T20:33:19.113340] [INFO ] [sig       ] TPG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:19.254907] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TPG.txt
[2025-12-29T20:33:19.255049] [INFO ] [sig       ] [3156/3546] Completed TPG in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-29T20:33:19.255095] [INFO ] [sig       ] [3157/3546] Forecasting TPGXL...
[2025-12-29T20:33:19.255125] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-29T20:33:19.255155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-29T20:33:19.266987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-29T20:33:19.267375] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-29T20:33:19.268229] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-29T20:33:19.268285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:19.268317] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:19.268344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:19.268404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:19.328901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:19.329811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:19.329905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:19.329953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:19.445391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:19.445545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:19.445603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:19.445669] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:19.449135] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2025-12-29T20:33:19.449451] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-29T20:33:19.449598] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:19.590689] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TPGXL.txt
[2025-12-29T20:33:19.590834] [INFO ] [sig       ] [3157/3546] Completed TPGXL in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:19.590872] [INFO ] [sig       ] [3158/3546] Forecasting TPH...
[2025-12-29T20:33:19.590902] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-29T20:33:19.590932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-29T20:33:19.602225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-29T20:33:19.602557] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-29T20:33:19.603370] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-29T20:33:19.603433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:19.603465] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:19.603492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:19.603549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:19.661307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:19.662194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:19.662278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:19.662311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:19.780442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:19.780628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:19.780670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:19.780700] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:19.784438] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=79.04%)
[2025-12-29T20:33:19.784819] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-29T20:33:19.784982] [INFO ] [sig       ] TPH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:19.971298] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TPH.txt
[2025-12-29T20:33:19.971457] [INFO ] [sig       ] [3158/3546] Completed TPH in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:19.971496] [INFO ] [sig       ] [3159/3546] Forecasting TPL...
[2025-12-29T20:33:19.971527] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-29T20:33:19.971556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-29T20:33:19.983776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-29T20:33:19.984156] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-29T20:33:19.985005] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-29T20:33:19.985059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:19.985091] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:19.985118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:19.985176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:20.043947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:20.044829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:20.044914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:20.044949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:20.165711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:20.165864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:20.165904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:20.165933] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:20.169349] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-29T20:33:20.169670] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-29T20:33:20.169802] [INFO ] [sig       ] TPL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:20.311091] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TPL.txt
[2025-12-29T20:33:20.311228] [INFO ] [sig       ] [3159/3546] Completed TPL in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:20.311267] [INFO ] [sig       ] [3160/3546] Forecasting TPVG...
[2025-12-29T20:33:20.311297] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-29T20:33:20.311327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-29T20:33:20.323284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-29T20:33:20.323671] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-29T20:33:20.324564] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-29T20:33:20.324648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:20.324680] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:20.324706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:20.324764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:20.382799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:20.383669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:20.383754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:20.383786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:20.512886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:20.513044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:20.513108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:20.513152] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:20.516797] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-29T20:33:20.517078] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-29T20:33:20.517208] [INFO ] [sig       ] TPVG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:20.663756] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TPVG.txt
[2025-12-29T20:33:20.663902] [INFO ] [sig       ] [3160/3546] Completed TPVG in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:20.663941] [INFO ] [sig       ] [3161/3546] Forecasting TPYP...
[2025-12-29T20:33:20.663971] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-29T20:33:20.664000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-29T20:33:20.674960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-29T20:33:20.675286] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-29T20:33:20.676136] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-29T20:33:20.676190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:20.676222] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:20.676249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:20.676306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:20.733972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:20.734756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:20.734840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:20.734875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:20.851062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:20.851221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:20.851262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:20.851290] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:20.854682] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-29T20:33:20.854958] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-29T20:33:20.855082] [INFO ] [sig       ] TPYP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:21.005705] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TPYP.txt
[2025-12-29T20:33:21.005867] [INFO ] [sig       ] [3161/3546] Completed TPYP in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:21.005910] [INFO ] [sig       ] [3162/3546] Forecasting TPZ...
[2025-12-29T20:33:21.005940] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-29T20:33:21.005968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-29T20:33:21.018658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-29T20:33:21.019033] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-29T20:33:21.019977] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-29T20:33:21.020032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:21.020064] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:21.020091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:21.020149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:21.087821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:21.089083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:21.089283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:21.089319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:21.212092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:21.212249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:21.212289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:21.212319] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:21.215972] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=79.71%)
[2025-12-29T20:33:21.216328] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-29T20:33:21.216474] [INFO ] [sig       ] TPZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:21.372240] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TPZ.txt
[2025-12-29T20:33:21.372420] [INFO ] [sig       ] [3162/3546] Completed TPZ in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:21.372466] [INFO ] [sig       ] [3163/3546] Forecasting TQQQ...
[2025-12-29T20:33:21.372497] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-29T20:33:21.372527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-29T20:33:21.384692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-29T20:33:21.385008] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-29T20:33:21.385855] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-29T20:33:21.385909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:21.385940] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:21.385966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:21.386023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:21.442102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:21.442731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:21.442808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:21.442840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:21.563217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:21.563359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:21.563395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:21.563423] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:21.566727] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-29T20:33:21.567000] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-29T20:33:21.567126] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:21.705976] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TQQQ.txt
[2025-12-29T20:33:21.706105] [INFO ] [sig       ] [3163/3546] Completed TQQQ in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:21.706145] [INFO ] [sig       ] [3164/3546] Forecasting TRC...
[2025-12-29T20:33:21.706174] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-29T20:33:21.706203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-29T20:33:21.717214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-29T20:33:21.717514] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-29T20:33:21.718303] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-29T20:33:21.718355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:21.718396] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:21.718425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:21.718483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:21.774597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:21.775198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:21.775302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:21.775335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:21.892105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:21.892255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:21.892295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:21.892324] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:21.895694] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-29T20:33:21.895965] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-29T20:33:21.896088] [INFO ] [sig       ] TRC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:22.033808] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRC.txt
[2025-12-29T20:33:22.033936] [INFO ] [sig       ] [3164/3546] Completed TRC in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:22.033976] [INFO ] [sig       ] [3165/3546] Forecasting TRDA...
[2025-12-29T20:33:22.034005] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-29T20:33:22.034034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-29T20:33:22.045929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-29T20:33:22.046266] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-29T20:33:22.047090] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-29T20:33:22.047143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:22.047174] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:22.047200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:22.047258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:22.104140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:22.104794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:22.104872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:22.104904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:22.223586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:22.223750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:22.223790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:22.223818] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:22.227262] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-29T20:33:22.227552] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-29T20:33:22.227710] [INFO ] [sig       ] TRDA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:22.383221] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TRDA.txt
[2025-12-29T20:33:22.383422] [INFO ] [sig       ] [3165/3546] Completed TRDA in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:22.383481] [INFO ] [sig       ] [3166/3546] Forecasting TREE...
[2025-12-29T20:33:22.383520] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-29T20:33:22.383564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-29T20:33:22.397408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-29T20:33:22.397885] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-29T20:33:22.399025] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-29T20:33:22.399093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:22.399134] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:22.399170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:22.399249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:22.475860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:22.476808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:22.476899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:22.476933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:22.601537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:22.601704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:22.601744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:22.601772] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:22.605139] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=61.51%)
[2025-12-29T20:33:22.605421] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-29T20:33:22.605552] [INFO ] [sig       ] TREE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:22.749448] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TREE.txt
[2025-12-29T20:33:22.749624] [INFO ] [sig       ] [3166/3546] Completed TREE in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:22.749665] [INFO ] [sig       ] [3167/3546] Forecasting TREX...
[2025-12-29T20:33:22.749696] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-29T20:33:22.749725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-29T20:33:22.760950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-29T20:33:22.761297] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-29T20:33:22.762126] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-29T20:33:22.762180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:22.762215] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:22.762242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:22.762304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:22.821104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:22.821965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:22.822049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:22.822082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:22.950811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:22.950964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:22.951004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:22.951038] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:22.954546] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2025-12-29T20:33:22.954840] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-29T20:33:22.954973] [INFO ] [sig       ] TREX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:23.099411] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TREX.txt
[2025-12-29T20:33:23.099638] [INFO ] [sig       ] [3167/3546] Completed TREX in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:23.099685] [INFO ] [sig       ] [3168/3546] Forecasting TRGP...
[2025-12-29T20:33:23.099740] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-29T20:33:23.099774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-29T20:33:23.111346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-29T20:33:23.111664] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-29T20:33:23.112452] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-29T20:33:23.112506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:23.112539] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:23.112585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:23.112649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:23.171367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:23.172228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:23.172310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:23.172343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:23.288386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:23.288539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:23.288596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:23.288628] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:23.292101] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-29T20:33:23.292377] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-29T20:33:23.292504] [INFO ] [sig       ] TRGP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:23.432595] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRGP.txt
[2025-12-29T20:33:23.432739] [INFO ] [sig       ] [3168/3546] Completed TRGP in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:23.432779] [INFO ] [sig       ] [3169/3546] Forecasting TRI...
[2025-12-29T20:33:23.432808] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-29T20:33:23.432838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-29T20:33:23.444165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-29T20:33:23.444478] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-29T20:33:23.445272] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-29T20:33:23.445324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:23.445356] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:23.445383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:23.445440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:23.502882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:23.503542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:23.503637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:23.503670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:23.627121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:23.627271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:23.627311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:23.627341] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:23.630808] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-29T20:33:23.631088] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-29T20:33:23.631217] [INFO ] [sig       ] TRI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:23.773528] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRI.txt
[2025-12-29T20:33:23.773698] [INFO ] [sig       ] [3169/3546] Completed TRI in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:23.773739] [INFO ] [sig       ] [3170/3546] Forecasting TRIN...
[2025-12-29T20:33:23.773768] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-29T20:33:23.773797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-29T20:33:23.784961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-29T20:33:23.785272] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-29T20:33:23.786122] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-29T20:33:23.786176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:23.786209] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:23.786238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:23.786297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:23.844302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:23.845012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:23.845094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:23.845126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:23.965024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:23.965173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:23.965214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:23.965245] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:23.968613] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2025-12-29T20:33:23.968913] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-29T20:33:23.969051] [INFO ] [sig       ] TRIN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:24.109734] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TRIN.txt
[2025-12-29T20:33:24.109892] [INFO ] [sig       ] [3170/3546] Completed TRIN in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:24.109940] [INFO ] [sig       ] [3171/3546] Forecasting TRIP...
[2025-12-29T20:33:24.109970] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-29T20:33:24.110000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-29T20:33:24.122326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-29T20:33:24.122681] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-29T20:33:24.123494] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-29T20:33:24.123546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:24.123621] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:24.123650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:24.123708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:24.182411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:24.183778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:24.183873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:24.183909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:24.312788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:24.312946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:24.312987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:24.313034] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:24.316508] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-29T20:33:24.316831] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-29T20:33:24.316965] [INFO ] [sig       ] TRIP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:24.457622] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRIP.txt
[2025-12-29T20:33:24.457754] [INFO ] [sig       ] [3171/3546] Completed TRIP in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:24.457793] [INFO ] [sig       ] [3172/3546] Forecasting TRMB...
[2025-12-29T20:33:24.457824] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-29T20:33:24.457853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-29T20:33:24.469668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-29T20:33:24.469951] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-29T20:33:24.470743] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-29T20:33:24.470795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:24.470827] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:24.470853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:24.470911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:24.530283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:24.530979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:24.531059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:24.531091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:24.652810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:24.652962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:24.653003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:24.653031] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:24.656363] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-29T20:33:24.656665] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-29T20:33:24.656791] [INFO ] [sig       ] TRMB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:24.796140] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRMB.txt
[2025-12-29T20:33:24.796267] [INFO ] [sig       ] [3172/3546] Completed TRMB in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:24.796305] [INFO ] [sig       ] [3173/3546] Forecasting TRMD...
[2025-12-29T20:33:24.796335] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-29T20:33:24.796364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-29T20:33:24.810755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-29T20:33:24.811149] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-29T20:33:24.812054] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-29T20:33:24.812109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:24.812142] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:24.812168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:24.812226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:24.868309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:24.869188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:24.869273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:24.869322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:24.995411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:24.995588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:24.995630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:24.995658] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:24.999594] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=77.97%)
[2025-12-29T20:33:24.999908] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-29T20:33:25.000077] [INFO ] [sig       ] TRMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:25.155633] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TRMD.txt
[2025-12-29T20:33:25.155818] [INFO ] [sig       ] [3173/3546] Completed TRMD in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-29T20:33:25.155861] [INFO ] [sig       ] [3174/3546] Forecasting TRMK...
[2025-12-29T20:33:25.155891] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-29T20:33:25.155922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-29T20:33:25.167877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-29T20:33:25.168281] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-29T20:33:25.169157] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-29T20:33:25.169209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:25.169240] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:25.169266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:25.169323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:25.228316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:25.229207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:25.229291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:25.229323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:25.342126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:25.342282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:25.342321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:25.342385] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:25.345812] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-29T20:33:25.346085] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-29T20:33:25.346209] [INFO ] [sig       ] TRMK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:25.486293] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRMK.txt
[2025-12-29T20:33:25.486420] [INFO ] [sig       ] [3174/3546] Completed TRMK in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-29T20:33:25.486460] [INFO ] [sig       ] [3175/3546] Forecasting TRN...
[2025-12-29T20:33:25.486489] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-29T20:33:25.486519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-29T20:33:25.498639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-29T20:33:25.499050] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-29T20:33:25.499892] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-29T20:33:25.499946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:25.499977] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:25.500014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:25.500073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:25.556702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:25.557512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:25.557630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:25.557663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:25.674970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:25.675125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:25.675164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:25.675191] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:25.678518] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-12-29T20:33:25.678829] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-29T20:33:25.678954] [INFO ] [sig       ] TRN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:25.818264] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRN.txt
[2025-12-29T20:33:25.818393] [INFO ] [sig       ] [3175/3546] Completed TRN in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:25.818433] [INFO ] [sig       ] [3176/3546] Forecasting TRNO...
[2025-12-29T20:33:25.818461] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-29T20:33:25.818491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-29T20:33:25.829654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-29T20:33:25.829928] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-29T20:33:25.830724] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-29T20:33:25.830776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:25.830807] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:25.830834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:25.830892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:25.887739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:25.888640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:25.888727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:25.888761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:26.007689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:26.007823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:26.007861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:26.007889] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:26.011236] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-29T20:33:26.011514] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-29T20:33:26.011667] [INFO ] [sig       ] TRNO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:26.155202] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TRNO.txt
[2025-12-29T20:33:26.155362] [INFO ] [sig       ] [3176/3546] Completed TRNO in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:26.155403] [INFO ] [sig       ] [3177/3546] Forecasting TRNS...
[2025-12-29T20:33:26.155433] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-29T20:33:26.155464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-29T20:33:26.166830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-29T20:33:26.167174] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-29T20:33:26.168073] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-29T20:33:26.168136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:26.168177] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:26.168215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:26.168296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:26.234367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:26.235230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:26.235316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:26.235349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:26.351237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:26.351396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:26.351436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:26.351465] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:26.354887] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=57.72%)
[2025-12-29T20:33:26.355171] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-29T20:33:26.355297] [INFO ] [sig       ] TRNS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:26.500477] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TRNS.txt
[2025-12-29T20:33:26.500618] [INFO ] [sig       ] [3177/3546] Completed TRNS in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:26.500660] [INFO ] [sig       ] [3178/3546] Forecasting TROX...
[2025-12-29T20:33:26.500689] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-29T20:33:26.500724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-29T20:33:26.511919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-29T20:33:26.512213] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-29T20:33:26.513039] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-29T20:33:26.513093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:26.513125] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:26.513152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:26.513211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:26.569960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:26.570606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:26.570685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:26.570717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:26.688429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:26.688588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:26.688629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:26.688657] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:26.692102] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-29T20:33:26.692380] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-29T20:33:26.692515] [INFO ] [sig       ] TROX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:26.833958] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TROX.txt
[2025-12-29T20:33:26.834077] [INFO ] [sig       ] [3178/3546] Completed TROX in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:26.834116] [INFO ] [sig       ] [3179/3546] Forecasting TRP...
[2025-12-29T20:33:26.834145] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-29T20:33:26.834180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-29T20:33:26.844920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-29T20:33:26.845220] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-29T20:33:26.846022] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-29T20:33:26.846075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:26.846107] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:26.846134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:26.846192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:26.903247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:26.903844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:26.903921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:26.903953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:27.018971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:27.019081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:27.019117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:27.019145] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:27.022308] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=19.52%)
[2025-12-29T20:33:27.022595] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-29T20:33:27.022720] [INFO ] [sig       ] TRP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:27.162048] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRP.txt
[2025-12-29T20:33:27.162166] [INFO ] [sig       ] [3179/3546] Completed TRP in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:27.162204] [INFO ] [sig       ] [3180/3546] Forecasting TRS...
[2025-12-29T20:33:27.162233] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-29T20:33:27.162263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-29T20:33:27.173377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-29T20:33:27.173686] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-29T20:33:27.174468] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-29T20:33:27.174520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:27.174551] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:27.174596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:27.174657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:27.231645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:27.232285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:27.232364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:27.232396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:27.351860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:27.351993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:27.352029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:27.352056] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:27.355305] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-12-29T20:33:27.355597] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-29T20:33:27.355726] [INFO ] [sig       ] TRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:27.505628] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRS.txt
[2025-12-29T20:33:27.505763] [INFO ] [sig       ] [3180/3546] Completed TRS in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:27.505802] [INFO ] [sig       ] [3181/3546] Forecasting TRTX...
[2025-12-29T20:33:27.505831] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-29T20:33:27.505860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-29T20:33:27.516756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-29T20:33:27.517033] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-29T20:33:27.517822] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-29T20:33:27.517874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:27.517905] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:27.517932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:27.517989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:27.574649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:27.575249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:27.575351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:27.575384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:27.695090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:27.695222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:27.695259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:27.695287] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:27.698546] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-29T20:33:27.698853] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-29T20:33:27.698980] [INFO ] [sig       ] TRTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:27.837735] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TRTX.txt
[2025-12-29T20:33:27.837857] [INFO ] [sig       ] [3181/3546] Completed TRTX in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:27.837895] [INFO ] [sig       ] [3182/3546] Forecasting TRUE...
[2025-12-29T20:33:27.837924] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-29T20:33:27.837953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-29T20:33:27.849080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-29T20:33:27.849356] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-29T20:33:27.850152] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-29T20:33:27.850203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:27.850235] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:27.850261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:27.850319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:27.907162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:27.907762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:27.907840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:27.907871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:28.027757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:28.027923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:28.027963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:28.027991] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:28.031492] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2025-12-29T20:33:28.031809] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-29T20:33:28.031941] [INFO ] [sig       ] TRUE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:28.174449] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRUE.txt
[2025-12-29T20:33:28.174630] [INFO ] [sig       ] [3182/3546] Completed TRUE in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:28.174672] [INFO ] [sig       ] [3183/3546] Forecasting TRUP...
[2025-12-29T20:33:28.174702] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-29T20:33:28.174732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-29T20:33:28.186195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-29T20:33:28.186566] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-29T20:33:28.187375] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-29T20:33:28.187429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:28.187460] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:28.187488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:28.187545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:28.251456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:28.252503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:28.252619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:28.252665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:28.375530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:28.375767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:28.375808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:28.375836] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:28.379297] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=37.10%)
[2025-12-29T20:33:28.379639] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-29T20:33:28.379782] [INFO ] [sig       ] TRUP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:28.522306] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TRUP.txt
[2025-12-29T20:33:28.522460] [INFO ] [sig       ] [3183/3546] Completed TRUP in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:28.522502] [INFO ] [sig       ] [3184/3546] Forecasting TRVG...
[2025-12-29T20:33:28.522534] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-29T20:33:28.522564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-29T20:33:28.533934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-29T20:33:28.534308] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-29T20:33:28.535123] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-29T20:33:28.535176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:28.535208] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:28.535234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:28.535292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:28.592404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:28.593281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:28.593363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:28.593394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:28.712043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:28.712199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:28.712238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:28.712267] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:28.715650] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=65.13%)
[2025-12-29T20:33:28.715945] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-29T20:33:28.716074] [INFO ] [sig       ] TRVG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:28.858596] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TRVG.txt
[2025-12-29T20:33:28.858802] [INFO ] [sig       ] [3184/3546] Completed TRVG in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:28.858844] [INFO ] [sig       ] [3185/3546] Forecasting TS...
[2025-12-29T20:33:28.858873] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-29T20:33:28.858904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-29T20:33:28.870236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-29T20:33:28.870528] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-29T20:33:28.871336] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-29T20:33:28.871388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:28.871420] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:28.871447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:28.871509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:28.928968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:28.929605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:28.929689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:28.929720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:29.046529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:29.046676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:29.046714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:29.046742] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:29.049988] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-29T20:33:29.050254] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-29T20:33:29.050375] [INFO ] [sig       ] TS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:29.190390] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TS.txt
[2025-12-29T20:33:29.190550] [INFO ] [sig       ] [3185/3546] Completed TS in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:29.190610] [INFO ] [sig       ] [3186/3546] Forecasting TSBK...
[2025-12-29T20:33:29.190642] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-29T20:33:29.190671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-29T20:33:29.203796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-29T20:33:29.204219] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-29T20:33:29.205217] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-29T20:33:29.205278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:29.205315] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:29.205349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:29.205426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:29.267703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:29.268529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:29.268631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:29.268666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:29.374171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:29.374328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:29.374366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:29.374395] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:29.377801] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-29T20:33:29.378092] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-29T20:33:29.378223] [INFO ] [sig       ] TSBK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:29.521098] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSBK.txt
[2025-12-29T20:33:29.521254] [INFO ] [sig       ] [3186/3546] Completed TSBK in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:29.521294] [INFO ] [sig       ] [3187/3546] Forecasting TSCO...
[2025-12-29T20:33:29.521324] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-29T20:33:29.521353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-29T20:33:29.532323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-29T20:33:29.532686] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-29T20:33:29.533480] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-29T20:33:29.533532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:29.533563] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:29.533614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:29.533673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:29.590612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:29.591434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:29.591517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:29.591548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:29.709710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:29.709860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:29.709899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:29.709928] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:29.713295] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-29T20:33:29.713600] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-29T20:33:29.713730] [INFO ] [sig       ] TSCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:29.854518] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSCO.txt
[2025-12-29T20:33:29.854693] [INFO ] [sig       ] [3187/3546] Completed TSCO in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:29.854734] [INFO ] [sig       ] [3188/3546] Forecasting TSDD...
[2025-12-29T20:33:29.854762] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-29T20:33:29.854793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-29T20:33:29.866257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-29T20:33:29.866563] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-29T20:33:29.867433] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-29T20:33:29.867497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:29.867554] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:29.867610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:29.867691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:29.927488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:29.928170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:29.928267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:29.928301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:30.049143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:30.049255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:30.049290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:30.049317] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:30.052486] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=69.71%)
[2025-12-29T20:33:30.052805] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-29T20:33:30.052927] [INFO ] [sig       ] TSDD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:30.191198] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSDD.txt
[2025-12-29T20:33:30.191302] [INFO ] [sig       ] [3188/3546] Completed TSDD in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:30.191341] [INFO ] [sig       ] [3189/3546] Forecasting TSEM...
[2025-12-29T20:33:30.191370] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-29T20:33:30.191398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-29T20:33:30.202005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-29T20:33:30.202275] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-29T20:33:30.203074] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-29T20:33:30.203126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:30.203157] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:30.203183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:30.203240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:30.259865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:30.260463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:30.260539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:30.260587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:30.376800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:30.376903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:30.376938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:30.376965] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:30.380109] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-12-29T20:33:30.380372] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-29T20:33:30.380494] [INFO ] [sig       ] TSEM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:30.519709] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TSEM.txt
[2025-12-29T20:33:30.519817] [INFO ] [sig       ] [3189/3546] Completed TSEM in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:30.519855] [INFO ] [sig       ] [3190/3546] Forecasting TSHA...
[2025-12-29T20:33:30.519884] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-29T20:33:30.519912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-29T20:33:30.531275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-29T20:33:30.531563] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-29T20:33:30.532385] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-29T20:33:30.532438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:30.532470] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:30.532498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:30.532556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:30.588970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:30.589564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:30.589657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:30.589689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:30.706279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:30.706378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:30.706413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:30.706441] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:30.709566] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-29T20:33:30.709845] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-29T20:33:30.709968] [INFO ] [sig       ] TSHA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:30.852595] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TSHA.txt
[2025-12-29T20:33:30.852767] [INFO ] [sig       ] [3190/3546] Completed TSHA in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:30.852807] [INFO ] [sig       ] [3191/3546] Forecasting TSI...
[2025-12-29T20:33:30.852836] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-29T20:33:30.852865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-29T20:33:30.863768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-29T20:33:30.864059] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-29T20:33:30.864896] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-29T20:33:30.864951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:30.864983] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:30.865010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:30.865069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:30.923402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:30.924223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:30.924305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:30.924337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:31.040135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:31.040283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:31.040321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:31.040388] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:31.043894] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=43.50%)
[2025-12-29T20:33:31.044175] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-29T20:33:31.044302] [INFO ] [sig       ] TSI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:31.184290] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TSI.txt
[2025-12-29T20:33:31.184402] [INFO ] [sig       ] [3191/3546] Completed TSI in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-29T20:33:31.184447] [INFO ] [sig       ] [3192/3546] Forecasting TSL...
[2025-12-29T20:33:31.184477] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-29T20:33:31.184506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-29T20:33:31.195450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-29T20:33:31.195739] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-29T20:33:31.196511] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-29T20:33:31.196565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:31.196617] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:31.196647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:31.196705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:31.254386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:31.255022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:31.255099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:31.255130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:31.370933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:31.371039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:31.371074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:31.371102] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:31.374263] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-29T20:33:31.374527] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-29T20:33:31.374669] [INFO ] [sig       ] TSL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:31.513193] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSL.txt
[2025-12-29T20:33:31.513305] [INFO ] [sig       ] [3192/3546] Completed TSL in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:31.513343] [INFO ] [sig       ] [3193/3546] Forecasting TSLA...
[2025-12-29T20:33:31.513370] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-29T20:33:31.513399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-29T20:33:31.524415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-29T20:33:31.524709] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-29T20:33:31.525469] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-29T20:33:31.525521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:31.525552] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:31.525598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:31.525659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:31.581272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:31.581870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:31.581947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:31.581978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:31.697468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:31.697557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:31.697609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:31.697639] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:31.700777] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2025-12-29T20:33:31.701034] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-29T20:33:31.701172] [INFO ] [sig       ] TSLA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:31.839454] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TSLA.txt
[2025-12-29T20:33:31.839564] [INFO ] [sig       ] [3193/3546] Completed TSLA in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:31.839618] [INFO ] [sig       ] [3194/3546] Forecasting TSLL...
[2025-12-29T20:33:31.839647] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-29T20:33:31.839676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-29T20:33:31.851214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-29T20:33:31.851497] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-29T20:33:31.852297] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-29T20:33:31.852349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:31.852380] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:31.852406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:31.852463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:31.909303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:31.909915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:31.909992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:31.910024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:32.025283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:32.025382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:32.025417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:32.025445] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:32.028536] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-12-29T20:33:32.028837] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-29T20:33:32.028962] [INFO ] [sig       ] TSLL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:32.168090] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TSLL.txt
[2025-12-29T20:33:32.168202] [INFO ] [sig       ] [3194/3546] Completed TSLL in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:32.168239] [INFO ] [sig       ] [3195/3546] Forecasting TSLQ...
[2025-12-29T20:33:32.168267] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-29T20:33:32.168295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-29T20:33:32.179246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-29T20:33:32.179516] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-29T20:33:32.180332] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-29T20:33:32.180383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:32.180414] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:32.180440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:32.180498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:32.236968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:32.237554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:32.237648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:32.237680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:32.355432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:32.355534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:32.355600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:32.355632] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:32.358790] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-29T20:33:32.359052] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-29T20:33:32.359171] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:32.497839] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSLQ.txt
[2025-12-29T20:33:32.497973] [INFO ] [sig       ] [3195/3546] Completed TSLQ in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:32.498012] [INFO ] [sig       ] [3196/3546] Forecasting TSLS...
[2025-12-29T20:33:32.498042] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-29T20:33:32.498071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-29T20:33:32.508475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-29T20:33:32.508801] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-29T20:33:32.509600] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-29T20:33:32.509655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:32.509686] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:32.509712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:32.509770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:32.565846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:32.566439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:32.566515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:32.566547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:32.685121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:32.685219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:32.685253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:32.685281] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:32.688371] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-29T20:33:32.688652] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-29T20:33:32.688790] [INFO ] [sig       ] TSLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:32.827905] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSLS.txt
[2025-12-29T20:33:32.828012] [INFO ] [sig       ] [3196/3546] Completed TSLS in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:32.828049] [INFO ] [sig       ] [3197/3546] Forecasting TSLX...
[2025-12-29T20:33:32.828078] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-29T20:33:32.828107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-29T20:33:32.839032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-29T20:33:32.839302] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-29T20:33:32.840132] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-29T20:33:32.840185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:32.840216] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:32.840241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:32.840299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:32.896502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:32.897104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:32.897181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:32.897213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:33.018948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:33.019080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:33.019116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:33.019144] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:33.022376] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=13.36%)
[2025-12-29T20:33:33.022661] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-29T20:33:33.022783] [INFO ] [sig       ] TSLX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:33.161673] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TSLX.txt
[2025-12-29T20:33:33.161781] [INFO ] [sig       ] [3197/3546] Completed TSLX in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:33.161819] [INFO ] [sig       ] [3198/3546] Forecasting TSM...
[2025-12-29T20:33:33.161848] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-29T20:33:33.161885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-29T20:33:33.173431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-29T20:33:33.173730] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-29T20:33:33.174525] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-29T20:33:33.174595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:33.174630] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:33.174660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:33.174722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:33.231344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:33.231940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:33.232040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:33.232073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:33.351911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:33.352014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:33.352050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:33.352078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:33.355166] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-12-29T20:33:33.355426] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-29T20:33:33.355550] [INFO ] [sig       ] TSM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:33.493914] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSM.txt
[2025-12-29T20:33:33.494023] [INFO ] [sig       ] [3198/3546] Completed TSM in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:33.494062] [INFO ] [sig       ] [3199/3546] Forecasting TSN...
[2025-12-29T20:33:33.494092] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-29T20:33:33.494121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-29T20:33:33.505040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-29T20:33:33.505306] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-29T20:33:33.506094] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-29T20:33:33.506147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:33.506188] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:33.506216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:33.506275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:33.563004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:33.563598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:33.563675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:33.563707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:33.682353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:33.682461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:33.682497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:33.682525] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:33.685672] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-29T20:33:33.685933] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-29T20:33:33.686052] [INFO ] [sig       ] TSN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:33.823441] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSN.txt
[2025-12-29T20:33:33.823553] [INFO ] [sig       ] [3199/3546] Completed TSN in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:33.823608] [INFO ] [sig       ] [3200/3546] Forecasting TSQ...
[2025-12-29T20:33:33.823646] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-29T20:33:33.823676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-29T20:33:33.833998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-29T20:33:33.834257] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-29T20:33:33.835047] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-29T20:33:33.835098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:33.835130] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:33.835156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:33.835218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:33.891874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:33.892465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:33.892544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:33.892592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:34.013050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:34.013147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:34.013181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:34.013207] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:34.016292] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=66.34%)
[2025-12-29T20:33:34.016554] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-29T20:33:34.016693] [INFO ] [sig       ] TSQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:34.154329] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TSQ.txt
[2025-12-29T20:33:34.154434] [INFO ] [sig       ] [3200/3546] Completed TSQ in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:34.154470] [INFO ] [sig       ] [3201/3546] Forecasting TTC...
[2025-12-29T20:33:34.154499] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-29T20:33:34.154528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-29T20:33:34.165318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-29T20:33:34.165602] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-29T20:33:34.166375] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-29T20:33:34.166426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:34.166458] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:34.166485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:34.166546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:34.222488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:34.223095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:34.223172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:34.223204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:34.342560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:34.342670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:34.342705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:34.342734] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:34.345819] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=39.40%)
[2025-12-29T20:33:34.346080] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-29T20:33:34.346204] [INFO ] [sig       ] TTC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:34.486065] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TTC.txt
[2025-12-29T20:33:34.486198] [INFO ] [sig       ] [3201/3546] Completed TTC in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:34.486237] [INFO ] [sig       ] [3202/3546] Forecasting TTD...
[2025-12-29T20:33:34.486267] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-29T20:33:34.486296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-29T20:33:34.496935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-29T20:33:34.497209] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-29T20:33:34.498009] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-29T20:33:34.498062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:34.498093] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:34.498120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:34.498177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:34.554103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:34.554715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:34.554792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:34.554823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:34.671848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:34.671947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:34.671982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:34.672009] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:34.675117] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-29T20:33:34.675377] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-29T20:33:34.675496] [INFO ] [sig       ] TTD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:34.814614] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TTD.txt
[2025-12-29T20:33:34.814723] [INFO ] [sig       ] [3202/3546] Completed TTD in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:34.814760] [INFO ] [sig       ] [3203/3546] Forecasting TTE...
[2025-12-29T20:33:34.814795] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-29T20:33:34.814825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-29T20:33:34.825830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-29T20:33:34.826098] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-29T20:33:34.826884] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-29T20:33:34.826936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:34.826966] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:34.826993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:34.827050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:34.884214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:34.884805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:34.884881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:34.884912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:35.003932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:35.004027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:35.004062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:35.004090] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:35.007161] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-29T20:33:35.007422] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-29T20:33:35.007540] [INFO ] [sig       ] TTE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:35.146019] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TTE.txt
[2025-12-29T20:33:35.146127] [INFO ] [sig       ] [3203/3546] Completed TTE in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:35.146166] [INFO ] [sig       ] [3204/3546] Forecasting TTEC...
[2025-12-29T20:33:35.146194] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-29T20:33:35.146222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-29T20:33:35.157104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-29T20:33:35.157370] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-29T20:33:35.158152] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-29T20:33:35.158204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:35.158235] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:35.158261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:35.158319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:35.214257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:35.214862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:35.214938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:35.214970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:35.329828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:35.329943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:35.329979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:35.330007] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:35.333200] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-12-29T20:33:35.333464] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-29T20:33:35.333602] [INFO ] [sig       ] TTEC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:35.471062] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TTEC.txt
[2025-12-29T20:33:35.471167] [INFO ] [sig       ] [3204/3546] Completed TTEC in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:35.471204] [INFO ] [sig       ] [3205/3546] Forecasting TTEK...
[2025-12-29T20:33:35.471233] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-29T20:33:35.471261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-29T20:33:35.482070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-29T20:33:35.482332] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-29T20:33:35.483115] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-29T20:33:35.483167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:35.483223] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:35.483251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:35.483310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:35.540362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:35.541105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:35.541184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:35.541217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:35.661685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:35.661797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:35.661832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:35.661860] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:35.665029] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2025-12-29T20:33:35.665294] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-29T20:33:35.665416] [INFO ] [sig       ] TTEK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:35.802519] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TTEK.txt
[2025-12-29T20:33:35.802641] [INFO ] [sig       ] [3205/3546] Completed TTEK in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:35.802680] [INFO ] [sig       ] [3206/3546] Forecasting TTI...
[2025-12-29T20:33:35.802709] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-29T20:33:35.802739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-29T20:33:35.815220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-29T20:33:35.815487] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-29T20:33:35.816274] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-29T20:33:35.816325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:35.816357] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:35.816384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:35.816441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:35.872883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:35.873477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:35.873553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:35.873603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:35.999115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:35.999237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:35.999281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:35.999333] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:36.002588] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-29T20:33:36.002865] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-29T20:33:36.002991] [INFO ] [sig       ] TTI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:36.141159] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TTI.txt
[2025-12-29T20:33:36.141272] [INFO ] [sig       ] [3206/3546] Completed TTI in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:36.141310] [INFO ] [sig       ] [3207/3546] Forecasting TTMI...
[2025-12-29T20:33:36.141339] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-29T20:33:36.141367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-29T20:33:36.152182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-29T20:33:36.152455] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-29T20:33:36.153280] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-29T20:33:36.153332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:36.153363] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:36.153390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:36.153447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:36.209474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:36.210065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:36.210142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:36.210173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:36.326438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:36.326537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:36.326586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:36.326617] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:36.329722] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-29T20:33:36.329988] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-29T20:33:36.330108] [INFO ] [sig       ] TTMI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:36.469275] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TTMI.txt
[2025-12-29T20:33:36.469395] [INFO ] [sig       ] [3207/3546] Completed TTMI in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:36.469431] [INFO ] [sig       ] [3208/3546] Forecasting TTWO...
[2025-12-29T20:33:36.469460] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-29T20:33:36.469491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-29T20:33:36.480801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-29T20:33:36.481059] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-29T20:33:36.481852] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-29T20:33:36.481904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:36.481935] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:36.481961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:36.482024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:36.538962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:36.539547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:36.539641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:36.539684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:36.656598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:36.656702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:36.656737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:36.656792] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:36.659956] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-29T20:33:36.660224] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-29T20:33:36.660350] [INFO ] [sig       ] TTWO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:36.799480] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TTWO.txt
[2025-12-29T20:33:36.799612] [INFO ] [sig       ] [3208/3546] Completed TTWO in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-29T20:33:36.799655] [INFO ] [sig       ] [3209/3546] Forecasting TUGN...
[2025-12-29T20:33:36.799685] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-29T20:33:36.799715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-29T20:33:36.810405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-29T20:33:36.810678] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-29T20:33:36.811439] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-29T20:33:36.811491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:36.811522] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:36.811548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:36.811623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:36.868101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:36.868695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:36.868790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:36.868823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:36.972540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:36.972653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:36.972688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:36.972715] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:36.975800] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-29T20:33:36.976057] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-29T20:33:36.976179] [INFO ] [sig       ] TUGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:37.115206] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TUGN.txt
[2025-12-29T20:33:37.115325] [INFO ] [sig       ] [3209/3546] Completed TUGN in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-29T20:33:37.115365] [INFO ] [sig       ] [3210/3546] Forecasting TUSK...
[2025-12-29T20:33:37.115393] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-29T20:33:37.115421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-29T20:33:37.126529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-29T20:33:37.126825] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-29T20:33:37.127604] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-29T20:33:37.127660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:37.127691] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:37.127717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:37.127784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:37.184616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:37.185196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:37.185272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:37.185304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:37.318671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:37.318840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:37.318879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:37.318908] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:37.322237] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=63.39%)
[2025-12-29T20:33:37.322511] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-29T20:33:37.322652] [INFO ] [sig       ] TUSK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:37.465817] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TUSK.txt
[2025-12-29T20:33:37.465945] [INFO ] [sig       ] [3210/3546] Completed TUSK in 0.4s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:37.465984] [INFO ] [sig       ] [3211/3546] Forecasting TVC...
[2025-12-29T20:33:37.466014] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-29T20:33:37.466043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-29T20:33:37.476392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-29T20:33:37.476675] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-29T20:33:37.477462] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-29T20:33:37.477514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:37.477546] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:37.477600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:37.477663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:37.534466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:37.535110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:37.535209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:37.535242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:37.644662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:37.644813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:37.644850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:37.644878] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:37.648207] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-29T20:33:37.648478] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-29T20:33:37.648619] [INFO ] [sig       ] TVC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:37.788119] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TVC.txt
[2025-12-29T20:33:37.788235] [INFO ] [sig       ] [3211/3546] Completed TVC in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:37.788273] [INFO ] [sig       ] [3212/3546] Forecasting TVE...
[2025-12-29T20:33:37.788302] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-29T20:33:37.788331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-29T20:33:37.799107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-29T20:33:37.799374] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-29T20:33:37.800194] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-29T20:33:37.800258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:37.800290] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:37.800317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:37.800375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:37.856593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:37.857177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:37.857256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:37.857288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:37.955393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:37.955506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:37.955542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:37.955594] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:37.958802] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-29T20:33:37.959070] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-29T20:33:37.959192] [INFO ] [sig       ] TVE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:38.097225] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TVE.txt
[2025-12-29T20:33:38.097338] [INFO ] [sig       ] [3212/3546] Completed TVE in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:38.097376] [INFO ] [sig       ] [3213/3546] Forecasting TVTX...
[2025-12-29T20:33:38.097405] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-29T20:33:38.097433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-29T20:33:38.108472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-29T20:33:38.108779] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-29T20:33:38.109557] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-29T20:33:38.109625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:38.109657] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:38.109682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:38.109739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:38.166790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:38.167366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:38.167445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:38.167476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:38.283890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:38.284007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:38.284045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:38.284073] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:38.287266] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=64.53%)
[2025-12-29T20:33:38.287533] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-29T20:33:38.287691] [INFO ] [sig       ] TVTX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:38.425734] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TVTX.txt
[2025-12-29T20:33:38.425848] [INFO ] [sig       ] [3213/3546] Completed TVTX in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:38.425886] [INFO ] [sig       ] [3214/3546] Forecasting TWFG...
[2025-12-29T20:33:38.425913] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-29T20:33:38.425942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-29T20:33:38.436966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-29T20:33:38.437246] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-29T20:33:38.438106] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-29T20:33:38.438160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:38.438192] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:38.438218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:38.438276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:38.495286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:38.495903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:38.495981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:38.496013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:38.624398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:38.624508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:38.624546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:38.624590] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:38.627889] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-29T20:33:38.628162] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-29T20:33:38.628283] [INFO ] [sig       ] TWFG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:38.767022] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TWFG.txt
[2025-12-29T20:33:38.767126] [INFO ] [sig       ] [3214/3546] Completed TWFG in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:38.767164] [INFO ] [sig       ] [3215/3546] Forecasting TWG...
[2025-12-29T20:33:38.767192] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-29T20:33:38.767221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-29T20:33:38.778564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-29T20:33:38.778894] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-29T20:33:38.779712] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-29T20:33:38.779765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:38.779796] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:38.779823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:38.779882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:38.836063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:38.836655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:38.836755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:38.836788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:38.950463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:38.950586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:38.950625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:38.950652] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:38.953778] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-29T20:33:38.954046] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-29T20:33:38.954167] [INFO ] [sig       ] TWG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:39.092265] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TWG.txt
[2025-12-29T20:33:39.092378] [INFO ] [sig       ] [3215/3546] Completed TWG in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:39.092418] [INFO ] [sig       ] [3216/3546] Forecasting TWI...
[2025-12-29T20:33:39.092447] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-29T20:33:39.092476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-29T20:33:39.102929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-29T20:33:39.103196] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-29T20:33:39.103980] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-29T20:33:39.104032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:39.104064] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:39.104091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:39.104149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:39.160303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:39.160901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:39.160978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:39.161010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:39.273022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:39.273127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:39.273162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:39.273189] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:39.276302] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-29T20:33:39.276564] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-29T20:33:39.276705] [INFO ] [sig       ] TWI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:39.416114] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TWI.txt
[2025-12-29T20:33:39.416224] [INFO ] [sig       ] [3216/3546] Completed TWI in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:39.416263] [INFO ] [sig       ] [3217/3546] Forecasting TWIN...
[2025-12-29T20:33:39.416290] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-29T20:33:39.416319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-29T20:33:39.427074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-29T20:33:39.427360] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-29T20:33:39.428205] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-29T20:33:39.428258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:39.428288] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:39.428314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:39.428372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:39.485373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:39.485972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:39.486050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:39.486081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:39.617331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:39.617508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:39.617582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:39.617615] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:39.621453] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-12-29T20:33:39.621805] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-29T20:33:39.621956] [INFO ] [sig       ] TWIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:39.761268] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TWIN.txt
[2025-12-29T20:33:39.761440] [INFO ] [sig       ] [3217/3546] Completed TWIN in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:39.761482] [INFO ] [sig       ] [3218/3546] Forecasting TWLO...
[2025-12-29T20:33:39.761510] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-29T20:33:39.761539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-29T20:33:39.773121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-29T20:33:39.773444] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-29T20:33:39.774267] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-29T20:33:39.774319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:39.774351] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:39.774378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:39.774449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:39.830813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:39.831730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:39.831813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:39.831845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:39.958456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:39.958631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:39.958672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:39.958701] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:39.962607] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=41.32%)
[2025-12-29T20:33:39.962880] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-29T20:33:39.963006] [INFO ] [sig       ] TWLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:40.105737] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TWLO.txt
[2025-12-29T20:33:40.105932] [INFO ] [sig       ] [3218/3546] Completed TWLO in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:40.105985] [INFO ] [sig       ] [3219/3546] Forecasting TWO...
[2025-12-29T20:33:40.106015] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-29T20:33:40.106045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-29T20:33:40.117081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-29T20:33:40.117393] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-29T20:33:40.118182] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-29T20:33:40.118235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:40.118266] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:40.118293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:40.118352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:40.174900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:40.175760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:40.175864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:40.175898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:40.291663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:40.291839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:40.291879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:40.291907] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:40.295221] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=84.13%)
[2025-12-29T20:33:40.295494] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-29T20:33:40.295636] [INFO ] [sig       ] TWO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:40.435503] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TWO.txt
[2025-12-29T20:33:40.435676] [INFO ] [sig       ] [3219/3546] Completed TWO in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:40.435717] [INFO ] [sig       ] [3220/3546] Forecasting TX...
[2025-12-29T20:33:40.435748] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-29T20:33:40.435779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-29T20:33:40.447109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-29T20:33:40.447423] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-29T20:33:40.448224] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-29T20:33:40.448275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:40.448306] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:40.448333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:40.448391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:40.504961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:40.505820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:40.505902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:40.505935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:40.625765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:40.625920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:40.626147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:40.626174] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:40.629513] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-29T20:33:40.629809] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-29T20:33:40.629936] [INFO ] [sig       ] TX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:40.770802] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TX.txt
[2025-12-29T20:33:40.771005] [INFO ] [sig       ] [3220/3546] Completed TX in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:40.771068] [INFO ] [sig       ] [3221/3546] Forecasting TXG...
[2025-12-29T20:33:40.771105] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-29T20:33:40.771138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-29T20:33:40.784245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-29T20:33:40.784703] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-29T20:33:40.785547] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-29T20:33:40.785622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:40.785657] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:40.785684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:40.785755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:40.845425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:40.846371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:40.846460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:40.846495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:40.978857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:40.979022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:40.979063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:40.979093] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:40.982619] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-12-29T20:33:40.982943] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-29T20:33:40.983081] [INFO ] [sig       ] TXG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:41.178875] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TXG.txt
[2025-12-29T20:33:41.179119] [INFO ] [sig       ] [3221/3546] Completed TXG in 0.4s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:41.179183] [INFO ] [sig       ] [3222/3546] Forecasting TXMD...
[2025-12-29T20:33:41.179230] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-29T20:33:41.179279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-29T20:33:41.195651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-29T20:33:41.196097] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-29T20:33:41.197004] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-29T20:33:41.197060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:41.197121] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:41.197151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:41.197210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:41.274961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:41.275915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:41.276002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:41.276036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:41.400066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:41.400226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:41.400268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:41.400297] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:41.404466] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-29T20:33:41.404916] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-29T20:33:41.405114] [INFO ] [sig       ] TXMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:41.579174] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TXMD.txt
[2025-12-29T20:33:41.579365] [INFO ] [sig       ] [3222/3546] Completed TXMD in 0.4s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:41.579411] [INFO ] [sig       ] [3223/3546] Forecasting TXN...
[2025-12-29T20:33:41.579441] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-29T20:33:41.579472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-29T20:33:41.595627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-29T20:33:41.596094] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-29T20:33:41.597074] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-29T20:33:41.597130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:41.597177] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:41.597206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:41.597265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:41.673500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:41.674763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:41.674907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:41.674953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:41.832799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:41.833000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:41.833067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:41.833115] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:41.838523] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-29T20:33:41.839415] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-29T20:33:41.839635] [INFO ] [sig       ] TXN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:41.997296] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TXN.txt
[2025-12-29T20:33:41.997469] [INFO ] [sig       ] [3223/3546] Completed TXN in 0.4s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:41.997517] [INFO ] [sig       ] [3224/3546] Forecasting TXO...
[2025-12-29T20:33:41.997549] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-29T20:33:41.997599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-29T20:33:42.013246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-29T20:33:42.013739] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-29T20:33:42.014922] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-29T20:33:42.014992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:42.015041] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:42.015084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:42.015175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:42.094364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:42.095258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:42.095346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:42.095381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:42.223513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:42.223693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:42.223737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:42.223766] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:42.227254] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-29T20:33:42.227597] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-29T20:33:42.227742] [INFO ] [sig       ] TXO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:42.385948] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TXO.txt
[2025-12-29T20:33:42.386085] [INFO ] [sig       ] [3224/3546] Completed TXO in 0.4s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:42.386126] [INFO ] [sig       ] [3225/3546] Forecasting TXRH...
[2025-12-29T20:33:42.386155] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-29T20:33:42.386185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-29T20:33:42.397760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-29T20:33:42.398071] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-29T20:33:42.398921] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-29T20:33:42.398973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:42.399005] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:42.399032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:42.399090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:42.455549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:42.456466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:42.456551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:42.456605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:42.580271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:42.580415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:42.580454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:42.580530] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:42.583996] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=31.32%)
[2025-12-29T20:33:42.584279] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-29T20:33:42.584411] [INFO ] [sig       ] TXRH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:42.732010] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TXRH.txt
[2025-12-29T20:33:42.732166] [INFO ] [sig       ] [3225/3546] Completed TXRH in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-29T20:33:42.732206] [INFO ] [sig       ] [3226/3546] Forecasting TY...
[2025-12-29T20:33:42.732236] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-29T20:33:42.732265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-29T20:33:42.746506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-29T20:33:42.746879] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-29T20:33:42.748099] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-29T20:33:42.748163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:42.748205] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:42.748242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:42.748322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:42.811332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:42.812031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:42.812112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:42.812145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:42.930676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:42.930826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:42.930873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:42.930908] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:42.934294] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-29T20:33:42.934590] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-29T20:33:42.934718] [INFO ] [sig       ] TY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:43.073624] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TY.txt
[2025-12-29T20:33:43.073755] [INFO ] [sig       ] [3226/3546] Completed TY in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-29T20:33:43.073794] [INFO ] [sig       ] [3227/3546] Forecasting TYG...
[2025-12-29T20:33:43.073830] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-29T20:33:43.073860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-29T20:33:43.085051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-29T20:33:43.085338] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-29T20:33:43.086164] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-29T20:33:43.086218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:43.086251] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:43.086278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:43.086339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:43.144166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:43.145024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:43.145109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:43.145143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:43.261658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:43.261822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:43.261863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:43.261893] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:43.265422] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-29T20:33:43.265738] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-29T20:33:43.265879] [INFO ] [sig       ] TYG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:43.413669] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TYG.txt
[2025-12-29T20:33:43.413837] [INFO ] [sig       ] [3227/3546] Completed TYG in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:43.413884] [INFO ] [sig       ] [3228/3546] Forecasting TYGO...
[2025-12-29T20:33:43.413916] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-29T20:33:43.413948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-29T20:33:43.426017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-29T20:33:43.426398] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-29T20:33:43.427286] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-29T20:33:43.427352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:43.427396] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:43.427433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:43.427518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:43.487189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:43.488097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:43.488185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:43.488217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:43.599567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:43.599765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:43.599805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:43.599833] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:43.603203] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-29T20:33:43.603470] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-29T20:33:43.603612] [INFO ] [sig       ] TYGO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:43.745600] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TYGO.txt
[2025-12-29T20:33:43.745750] [INFO ] [sig       ] [3228/3546] Completed TYGO in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:43.745790] [INFO ] [sig       ] [3229/3546] Forecasting TYL...
[2025-12-29T20:33:43.745819] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-29T20:33:43.745849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-29T20:33:43.757036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-29T20:33:43.757330] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-29T20:33:43.758128] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-29T20:33:43.758181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:43.758212] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:43.758239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:43.758296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:43.817045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:43.817848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:43.817929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:43.817962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:43.940128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:43.940287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:43.940327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:43.940356] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:43.943787] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-29T20:33:43.944069] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-29T20:33:43.944199] [INFO ] [sig       ] TYL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:44.086690] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TYL.txt
[2025-12-29T20:33:44.086932] [INFO ] [sig       ] [3229/3546] Completed TYL in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:44.086988] [INFO ] [sig       ] [3230/3546] Forecasting TYRA...
[2025-12-29T20:33:44.087025] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-29T20:33:44.087056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-29T20:33:44.099322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-29T20:33:44.099644] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-29T20:33:44.100485] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-29T20:33:44.100538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:44.100585] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:44.100615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:44.100673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:44.160365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:44.161266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:44.161350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:44.161385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:44.286868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:44.287024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:44.287065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:44.287111] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:44.290596] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-29T20:33:44.290888] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-29T20:33:44.291016] [INFO ] [sig       ] TYRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:44.431664] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/TYRA.txt
[2025-12-29T20:33:44.431792] [INFO ] [sig       ] [3230/3546] Completed TYRA in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:44.431832] [INFO ] [sig       ] [3231/3546] Forecasting TZOO...
[2025-12-29T20:33:44.431861] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-29T20:33:44.431889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-29T20:33:44.443382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-29T20:33:44.443735] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-29T20:33:44.444529] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-29T20:33:44.444603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:44.444637] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:44.444666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:44.444726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:44.502284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:44.502993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:44.503072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:44.503103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:44.624736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:44.624882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:44.624923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:44.624951] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:44.628327] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-12-29T20:33:44.628645] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-29T20:33:44.628802] [INFO ] [sig       ] TZOO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:44.771935] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/TZOO.txt
[2025-12-29T20:33:44.772123] [INFO ] [sig       ] [3231/3546] Completed TZOO in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:44.772166] [INFO ] [sig       ] [3232/3546] Forecasting UAA...
[2025-12-29T20:33:44.772197] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-29T20:33:44.772261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-29T20:33:44.784857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-29T20:33:44.785210] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-29T20:33:44.786071] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-29T20:33:44.786125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:44.786159] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:44.786188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:44.786247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:44.845236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:44.846141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:44.846291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:44.846343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:44.968365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:44.968526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:44.968566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:44.968616] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:44.972165] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-29T20:33:44.972474] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-29T20:33:44.972628] [INFO ] [sig       ] UAA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:45.116212] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UAA.txt
[2025-12-29T20:33:45.116345] [INFO ] [sig       ] [3232/3546] Completed UAA in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:45.116385] [INFO ] [sig       ] [3233/3546] Forecasting UAE...
[2025-12-29T20:33:45.116415] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-29T20:33:45.116445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-29T20:33:45.128204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-29T20:33:45.128485] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-29T20:33:45.129465] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-29T20:33:45.129526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:45.129563] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:45.129616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:45.129693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:45.187908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:45.188708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:45.188812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:45.188848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:45.312034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:45.312197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:45.312238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:45.312268] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:45.315741] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-29T20:33:45.316037] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-29T20:33:45.316168] [INFO ] [sig       ] UAE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:45.455662] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UAE.txt
[2025-12-29T20:33:45.455807] [INFO ] [sig       ] [3233/3546] Completed UAE in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:45.455846] [INFO ] [sig       ] [3234/3546] Forecasting UAL...
[2025-12-29T20:33:45.455875] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-29T20:33:45.455907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-29T20:33:45.470039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-29T20:33:45.470550] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-29T20:33:45.471437] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-29T20:33:45.471491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:45.471523] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:45.471560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:45.471637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:45.529216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:45.530039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:45.530126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:45.530158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:45.650298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:45.650454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:45.650495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:45.650523] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:45.653999] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-12-29T20:33:45.654283] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-29T20:33:45.654415] [INFO ] [sig       ] UAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:45.796146] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UAL.txt
[2025-12-29T20:33:45.796316] [INFO ] [sig       ] [3234/3546] Completed UAL in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:45.796357] [INFO ] [sig       ] [3235/3546] Forecasting UBFO...
[2025-12-29T20:33:45.796387] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-29T20:33:45.796416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-29T20:33:45.808193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-29T20:33:45.808568] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-29T20:33:45.809459] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-29T20:33:45.809512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:45.809544] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:45.809570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:45.809648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:45.867466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:45.868408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:45.868498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:45.868530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:45.989309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:45.989505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:45.989553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:45.989603] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:45.993324] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-29T20:33:45.993634] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-29T20:33:45.993766] [INFO ] [sig       ] UBFO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:46.136263] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UBFO.txt
[2025-12-29T20:33:46.136455] [INFO ] [sig       ] [3235/3546] Completed UBFO in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:46.136495] [INFO ] [sig       ] [3236/3546] Forecasting UBND...
[2025-12-29T20:33:46.136527] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-29T20:33:46.136557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-29T20:33:46.148652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-29T20:33:46.149042] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-29T20:33:46.149895] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-29T20:33:46.149949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:46.149983] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:46.150011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:46.150070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:46.209411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:46.210321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:46.210407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:46.210441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:46.332601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:46.332760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:46.332799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:46.332827] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:46.336194] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-12-29T20:33:46.336482] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-29T20:33:46.336631] [INFO ] [sig       ] UBND: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:46.478023] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UBND.txt
[2025-12-29T20:33:46.478170] [INFO ] [sig       ] [3236/3546] Completed UBND in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:46.478209] [INFO ] [sig       ] [3237/3546] Forecasting UBRL...
[2025-12-29T20:33:46.478238] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-29T20:33:46.478269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-29T20:33:46.489893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-29T20:33:46.490261] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-29T20:33:46.491078] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-29T20:33:46.491130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:46.491161] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:46.491188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:46.491245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:46.549299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:46.550174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:46.550260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:46.550293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:46.676847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:46.677008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:46.677047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:46.677076] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:46.680505] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-29T20:33:46.680814] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-29T20:33:46.680944] [INFO ] [sig       ] UBRL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:46.822851] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UBRL.txt
[2025-12-29T20:33:46.823016] [INFO ] [sig       ] [3237/3546] Completed UBRL in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:46.823056] [INFO ] [sig       ] [3238/3546] Forecasting UBS...
[2025-12-29T20:33:46.823086] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-29T20:33:46.823121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-29T20:33:46.835003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-29T20:33:46.835354] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-29T20:33:46.836202] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-29T20:33:46.836255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:46.836287] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:46.836314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:46.836372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:46.895316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:46.896226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:46.896312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:46.896346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:47.020416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:47.020595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:47.020638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:47.020668] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:47.024069] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-29T20:33:47.024344] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-29T20:33:47.024474] [INFO ] [sig       ] UBS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:47.166355] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UBS.txt
[2025-12-29T20:33:47.166513] [INFO ] [sig       ] [3238/3546] Completed UBS in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:47.166553] [INFO ] [sig       ] [3239/3546] Forecasting UBSI...
[2025-12-29T20:33:47.166606] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-29T20:33:47.166637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-29T20:33:47.178699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-29T20:33:47.179102] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-29T20:33:47.179945] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-29T20:33:47.180000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:47.180058] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:47.180088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:47.180148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:47.238478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:47.239392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:47.239490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:47.239524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:47.358791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:47.358968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:47.359007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:47.359036] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:47.362732] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=55.37%)
[2025-12-29T20:33:47.363130] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-29T20:33:47.363283] [INFO ] [sig       ] UBSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:47.510350] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UBSI.txt
[2025-12-29T20:33:47.510511] [INFO ] [sig       ] [3239/3546] Completed UBSI in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:47.510553] [INFO ] [sig       ] [3240/3546] Forecasting UDMY...
[2025-12-29T20:33:47.510601] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-29T20:33:47.510633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-29T20:33:47.522313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-29T20:33:47.522623] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-29T20:33:47.523418] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-29T20:33:47.523471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:47.523501] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:47.523527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:47.523610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:47.580992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:47.581658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:47.581739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:47.581772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:47.698638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:47.698832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:47.698874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:47.698902] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:47.702354] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-29T20:33:47.702701] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-29T20:33:47.702834] [INFO ] [sig       ] UDMY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:47.844642] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UDMY.txt
[2025-12-29T20:33:47.844802] [INFO ] [sig       ] [3240/3546] Completed UDMY in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:47.844843] [INFO ] [sig       ] [3241/3546] Forecasting UE...
[2025-12-29T20:33:47.844872] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-29T20:33:47.844902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-29T20:33:47.856533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-29T20:33:47.856870] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-29T20:33:47.857675] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-29T20:33:47.857728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:47.857760] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:47.857787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:47.857844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:47.916620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:47.917516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:47.917639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:47.917674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:48.039541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:48.039722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:48.039764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:48.039793] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:48.043397] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-12-29T20:33:48.043729] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-29T20:33:48.043865] [INFO ] [sig       ] UE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:48.188177] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UE.txt
[2025-12-29T20:33:48.188336] [INFO ] [sig       ] [3241/3546] Completed UE in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:48.188376] [INFO ] [sig       ] [3242/3546] Forecasting UEIC...
[2025-12-29T20:33:48.188405] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-29T20:33:48.188436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-29T20:33:48.199562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-29T20:33:48.199881] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-29T20:33:48.200770] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-29T20:33:48.200823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:48.200856] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:48.200885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:48.200944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:48.260526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:48.261411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:48.261496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:48.261529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:48.382031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:48.382182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:48.382220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:48.382305] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:48.385677] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-29T20:33:48.385944] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-29T20:33:48.386067] [INFO ] [sig       ] UEIC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:48.529315] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UEIC.txt
[2025-12-29T20:33:48.529477] [INFO ] [sig       ] [3242/3546] Completed UEIC in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:48.529518] [INFO ] [sig       ] [3243/3546] Forecasting UFCS...
[2025-12-29T20:33:48.529549] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-29T20:33:48.529601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-29T20:33:48.540750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-29T20:33:48.541094] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-29T20:33:48.541899] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-29T20:33:48.541950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:48.541986] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:48.542013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:48.542070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:48.599233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:48.600135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:48.600219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:48.600251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:48.721508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:48.721703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:48.721743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:48.721771] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:48.725242] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-29T20:33:48.725542] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-29T20:33:48.725693] [INFO ] [sig       ] UFCS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:48.867818] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UFCS.txt
[2025-12-29T20:33:48.867960] [INFO ] [sig       ] [3243/3546] Completed UFCS in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-29T20:33:48.868008] [INFO ] [sig       ] [3244/3546] Forecasting UFI...
[2025-12-29T20:33:48.868045] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-29T20:33:48.868081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-29T20:33:48.879022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-29T20:33:48.879294] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-29T20:33:48.880104] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-29T20:33:48.880157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:48.880189] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:48.880215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:48.880273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:48.936934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:48.937669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:48.937749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:48.937782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:49.062834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:49.063006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:49.063046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:49.063077] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:49.066622] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-29T20:33:49.066909] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-29T20:33:49.067040] [INFO ] [sig       ] UFI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:49.208288] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UFI.txt
[2025-12-29T20:33:49.208418] [INFO ] [sig       ] [3244/3546] Completed UFI in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-29T20:33:49.208455] [INFO ] [sig       ] [3245/3546] Forecasting UFO...
[2025-12-29T20:33:49.208486] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-29T20:33:49.208516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-29T20:33:49.220077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-29T20:33:49.220346] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-29T20:33:49.221138] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-29T20:33:49.221191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:49.221221] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:49.221247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:49.221304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:49.278938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:49.279888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:49.279975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:49.280013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:49.398700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:49.398866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:49.398905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:49.398932] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:49.402240] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-29T20:33:49.402509] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-29T20:33:49.402649] [INFO ] [sig       ] UFO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:49.540889] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UFO.txt
[2025-12-29T20:33:49.541024] [INFO ] [sig       ] [3245/3546] Completed UFO in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:49.541062] [INFO ] [sig       ] [3246/3546] Forecasting UFPI...
[2025-12-29T20:33:49.541090] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-29T20:33:49.541120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-29T20:33:49.552248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-29T20:33:49.552517] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-29T20:33:49.553321] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-29T20:33:49.553373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:49.553405] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:49.553431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:49.553488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:49.616864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:49.617795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:49.617896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:49.617948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:49.753701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:49.753881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:49.753929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:49.753959] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:49.757496] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-29T20:33:49.757794] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-29T20:33:49.757921] [INFO ] [sig       ] UFPI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:49.899302] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UFPI.txt
[2025-12-29T20:33:49.899441] [INFO ] [sig       ] [3246/3546] Completed UFPI in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:49.899482] [INFO ] [sig       ] [3247/3546] Forecasting UGI...
[2025-12-29T20:33:49.899510] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-29T20:33:49.899540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-29T20:33:49.911005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-29T20:33:49.911349] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-29T20:33:49.912159] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-29T20:33:49.912224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:49.912256] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:49.912283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:49.912341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:49.969863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:49.970724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:49.970811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:49.970870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:50.090452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:50.090631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:50.090675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:50.090706] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:50.094185] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-12-29T20:33:50.094463] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-29T20:33:50.094606] [INFO ] [sig       ] UGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:50.233814] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UGI.txt
[2025-12-29T20:33:50.233962] [INFO ] [sig       ] [3247/3546] Completed UGI in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:50.234001] [INFO ] [sig       ] [3248/3546] Forecasting UGP...
[2025-12-29T20:33:50.234031] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-29T20:33:50.234061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-29T20:33:50.245381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-29T20:33:50.245687] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-29T20:33:50.246457] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-29T20:33:50.246509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:50.246541] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:50.246589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:50.246650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:50.304223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:50.304923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:50.305004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:50.305039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:50.424415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:50.424587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:50.424628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:50.424656] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:50.427985] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-29T20:33:50.428250] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-29T20:33:50.428373] [INFO ] [sig       ] UGP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:50.571430] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UGP.txt
[2025-12-29T20:33:50.571624] [INFO ] [sig       ] [3248/3546] Completed UGP in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:50.571670] [INFO ] [sig       ] [3249/3546] Forecasting UHAL...
[2025-12-29T20:33:50.571700] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-29T20:33:50.571730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-29T20:33:50.583798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-29T20:33:50.584181] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-29T20:33:50.585016] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-29T20:33:50.585071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:50.585102] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:50.585129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:50.585187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:50.644138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:50.645116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:50.645250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:50.645285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:50.769480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:50.769660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:50.769700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:50.769729] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:50.773298] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-12-29T20:33:50.773637] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-29T20:33:50.773778] [INFO ] [sig       ] UHAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:50.915596] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UHAL.txt
[2025-12-29T20:33:50.915756] [INFO ] [sig       ] [3249/3546] Completed UHAL in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:50.915795] [INFO ] [sig       ] [3250/3546] Forecasting UHG...
[2025-12-29T20:33:50.915827] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-29T20:33:50.915857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-29T20:33:50.927732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-29T20:33:50.928072] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-29T20:33:50.928932] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-29T20:33:50.928991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:50.929034] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:50.929067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:50.929127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:50.985692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:50.986338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:50.986416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:50.986447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:51.106262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:51.106428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:51.106472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:51.106502] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:51.110005] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-12-29T20:33:51.110289] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-29T20:33:51.110420] [INFO ] [sig       ] UHG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:51.258345] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UHG.txt
[2025-12-29T20:33:51.258494] [INFO ] [sig       ] [3250/3546] Completed UHG in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:51.258543] [INFO ] [sig       ] [3251/3546] Forecasting UHS...
[2025-12-29T20:33:51.258590] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-29T20:33:51.258629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-29T20:33:51.270762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-29T20:33:51.271089] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-29T20:33:51.271967] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-29T20:33:51.272019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:51.272050] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:51.272076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:51.272142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:51.338464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:51.339375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:51.339476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:51.339512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:51.460153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:51.460306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:51.460344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:51.460372] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:51.463734] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-29T20:33:51.464004] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-29T20:33:51.464134] [INFO ] [sig       ] UHS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:51.602819] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UHS.txt
[2025-12-29T20:33:51.602947] [INFO ] [sig       ] [3251/3546] Completed UHS in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:51.602985] [INFO ] [sig       ] [3252/3546] Forecasting UI...
[2025-12-29T20:33:51.603014] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-29T20:33:51.603043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-29T20:33:51.614516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-29T20:33:51.614845] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-29T20:33:51.615636] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-29T20:33:51.615687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:51.615718] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:51.615744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:51.615802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:51.672461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:51.673142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:51.673221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:51.673253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:51.793113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:51.793276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:51.793316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:51.793346] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:51.796956] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-12-29T20:33:51.797284] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-29T20:33:51.797445] [INFO ] [sig       ] UI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:51.939648] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UI.txt
[2025-12-29T20:33:51.939819] [INFO ] [sig       ] [3252/3546] Completed UI in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:51.939860] [INFO ] [sig       ] [3253/3546] Forecasting UIS...
[2025-12-29T20:33:51.939890] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-29T20:33:51.939920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-29T20:33:51.951005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-29T20:33:51.951339] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-29T20:33:51.952173] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-29T20:33:51.952226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:51.952258] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:51.952284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:51.952341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:52.013166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:52.014065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:52.014147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:52.014178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:52.137342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:52.137487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:52.137526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:52.137556] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:52.141079] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-29T20:33:52.141355] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-29T20:33:52.141484] [INFO ] [sig       ] UIS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:52.281462] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UIS.txt
[2025-12-29T20:33:52.281611] [INFO ] [sig       ] [3253/3546] Completed UIS in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:52.281655] [INFO ] [sig       ] [3254/3546] Forecasting UITB...
[2025-12-29T20:33:52.281684] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-29T20:33:52.281714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-29T20:33:52.292870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-29T20:33:52.293211] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-29T20:33:52.294031] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-29T20:33:52.294083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:52.294114] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:52.294140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:52.294197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:52.352508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:52.353306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:52.353389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:52.353425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:52.469063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:52.469219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:52.469260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:52.469304] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:52.472736] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=20.92%)
[2025-12-29T20:33:52.473022] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-29T20:33:52.473156] [INFO ] [sig       ] UITB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:52.613625] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UITB.txt
[2025-12-29T20:33:52.613765] [INFO ] [sig       ] [3254/3546] Completed UITB in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:52.613804] [INFO ] [sig       ] [3255/3546] Forecasting UL...
[2025-12-29T20:33:52.613832] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-29T20:33:52.613862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-29T20:33:52.625144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-29T20:33:52.625481] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-29T20:33:52.626311] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-29T20:33:52.626364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:52.626398] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:52.626425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:52.626483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:52.685350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:52.686075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:52.686158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:52.686191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:52.812242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:52.812501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:52.812548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:52.812594] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:52.816138] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=68.43%)
[2025-12-29T20:33:52.816417] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-29T20:33:52.816563] [INFO ] [sig       ] UL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:52.957752] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UL.txt
[2025-12-29T20:33:52.957898] [INFO ] [sig       ] [3255/3546] Completed UL in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:52.957937] [INFO ] [sig       ] [3256/3546] Forecasting ULBI...
[2025-12-29T20:33:52.957968] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-29T20:33:52.957999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-29T20:33:52.969242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-29T20:33:52.969554] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-29T20:33:52.970383] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-29T20:33:52.970436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:52.970505] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:52.970535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:52.970622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:53.029061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:53.029916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:53.030016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:53.030051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:53.148505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:53.148682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:53.148723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:53.148752] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:53.152204] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-12-29T20:33:53.152480] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-29T20:33:53.152631] [INFO ] [sig       ] ULBI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:53.289513] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ULBI.txt
[2025-12-29T20:33:53.289664] [INFO ] [sig       ] [3256/3546] Completed ULBI in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:53.289705] [INFO ] [sig       ] [3257/3546] Forecasting ULCC...
[2025-12-29T20:33:53.289733] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-29T20:33:53.289761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-29T20:33:53.301425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-29T20:33:53.301796] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-29T20:33:53.302612] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-29T20:33:53.302664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:53.302702] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:53.302729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:53.302786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:53.360363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:53.361176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:53.361258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:53.361290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:53.481637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:53.481793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:53.481832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:53.481859] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:53.485298] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-29T20:33:53.485567] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-29T20:33:53.485719] [INFO ] [sig       ] ULCC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:53.629825] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ULCC.txt
[2025-12-29T20:33:53.629977] [INFO ] [sig       ] [3257/3546] Completed ULCC in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:53.630016] [INFO ] [sig       ] [3258/3546] Forecasting ULH...
[2025-12-29T20:33:53.630047] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-29T20:33:53.630078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-29T20:33:53.640956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-29T20:33:53.641262] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-29T20:33:53.642144] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-29T20:33:53.642198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:53.642230] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:53.642268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:53.642329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:53.702464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:53.703244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:53.703329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:53.703362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:53.831462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:53.831638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:53.831707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:53.831741] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:53.835234] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-29T20:33:53.835512] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-29T20:33:53.835658] [INFO ] [sig       ] ULH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:53.980757] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ULH.txt
[2025-12-29T20:33:53.980900] [INFO ] [sig       ] [3258/3546] Completed ULH in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:53.980940] [INFO ] [sig       ] [3259/3546] Forecasting ULTA...
[2025-12-29T20:33:53.980969] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-29T20:33:53.981000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-29T20:33:53.992050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-29T20:33:53.992354] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-29T20:33:53.993158] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-29T20:33:53.993210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:53.993241] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:53.993268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:53.993325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:54.052610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:54.053417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:54.053502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:54.053537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:54.170231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:54.170383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:54.170420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:54.170478] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:54.173836] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-12-29T20:33:54.174108] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-29T20:33:54.174234] [INFO ] [sig       ] ULTA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:54.313653] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ULTA.txt
[2025-12-29T20:33:54.313796] [INFO ] [sig       ] [3259/3546] Completed ULTA in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:54.313838] [INFO ] [sig       ] [3260/3546] Forecasting ULY...
[2025-12-29T20:33:54.313869] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-29T20:33:54.313901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-29T20:33:54.324501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-29T20:33:54.324820] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-29T20:33:54.325650] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-29T20:33:54.325705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:54.325738] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:54.325765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:54.325824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:54.385472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:54.386289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:54.386373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:54.386406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:54.503297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:54.503441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:54.503478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:54.503506] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:54.506893] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-29T20:33:54.507173] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-29T20:33:54.507295] [INFO ] [sig       ] ULY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:54.650798] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ULY.txt
[2025-12-29T20:33:54.650960] [INFO ] [sig       ] [3260/3546] Completed ULY in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-29T20:33:54.651001] [INFO ] [sig       ] [3261/3546] Forecasting UMBF...
[2025-12-29T20:33:54.651031] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-29T20:33:54.651059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-29T20:33:54.663109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-29T20:33:54.663438] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-29T20:33:54.664297] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-29T20:33:54.664352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:54.664385] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:54.664412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:54.664472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:54.724016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:54.724776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:54.724859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:54.724892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:54.844444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:54.844617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:54.844658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:54.844686] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:54.848033] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-12-29T20:33:54.848319] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-29T20:33:54.848449] [INFO ] [sig       ] UMBF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:54.989493] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UMBF.txt
[2025-12-29T20:33:54.989655] [INFO ] [sig       ] [3261/3546] Completed UMBF in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-29T20:33:54.989699] [INFO ] [sig       ] [3262/3546] Forecasting UMC...
[2025-12-29T20:33:54.989731] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-29T20:33:54.989792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-29T20:33:55.000925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-29T20:33:55.001230] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-29T20:33:55.002103] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-29T20:33:55.002165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:55.002199] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:55.002228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:55.002287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:55.059283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:55.060099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:55.060182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:55.060214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:55.180359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:55.180510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:55.180547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:55.180593] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:55.183934] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-29T20:33:55.184213] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-29T20:33:55.184337] [INFO ] [sig       ] UMC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:55.322485] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UMC.txt
[2025-12-29T20:33:55.322654] [INFO ] [sig       ] [3262/3546] Completed UMC in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:55.322695] [INFO ] [sig       ] [3263/3546] Forecasting UMH...
[2025-12-29T20:33:55.322724] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-29T20:33:55.322753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-29T20:33:55.334544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-29T20:33:55.334940] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-29T20:33:55.335903] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-29T20:33:55.335961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:55.335994] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:55.336022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:55.336081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:55.396634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:55.397607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:55.397698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:55.397731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:55.517457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:55.517649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:55.517691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:55.517721] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:55.521327] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-29T20:33:55.521627] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-29T20:33:55.521761] [INFO ] [sig       ] UMH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:55.661173] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UMH.txt
[2025-12-29T20:33:55.661335] [INFO ] [sig       ] [3263/3546] Completed UMH in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:55.661376] [INFO ] [sig       ] [3264/3546] Forecasting UMMA...
[2025-12-29T20:33:55.661405] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-29T20:33:55.661434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-29T20:33:55.673560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-29T20:33:55.673980] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-29T20:33:55.674789] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-29T20:33:55.674841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:55.674872] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:55.674899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:55.674956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:55.730984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:55.731819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:55.731902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:55.731934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:55.845621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:55.845774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:55.845812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:55.845840] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:55.849181] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-29T20:33:55.849458] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-29T20:33:55.849598] [INFO ] [sig       ] UMMA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:55.988174] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UMMA.txt
[2025-12-29T20:33:55.988320] [INFO ] [sig       ] [3264/3546] Completed UMMA in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:55.988357] [INFO ] [sig       ] [3265/3546] Forecasting UNCY...
[2025-12-29T20:33:55.988387] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-29T20:33:55.988415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-29T20:33:55.999229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-29T20:33:55.999538] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-29T20:33:56.000339] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-29T20:33:56.000391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:56.000422] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:56.000449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:56.000506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:56.056548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:56.057384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:56.057467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:56.057499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:56.177999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:56.178171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:56.178210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:56.178238] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:56.182051] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=44.42%)
[2025-12-29T20:33:56.182395] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-29T20:33:56.182538] [INFO ] [sig       ] UNCY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:56.326514] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UNCY.txt
[2025-12-29T20:33:56.326665] [INFO ] [sig       ] [3265/3546] Completed UNCY in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:56.326706] [INFO ] [sig       ] [3266/3546] Forecasting UNF...
[2025-12-29T20:33:56.326735] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-29T20:33:56.326765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-29T20:33:56.338272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-29T20:33:56.338543] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-29T20:33:56.339379] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-29T20:33:56.339430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:56.339461] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:56.339487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:56.339545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:56.395809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:56.396444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:56.396549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:56.396599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:56.514607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:56.514759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:56.514799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:56.514828] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:56.518274] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=37.63%)
[2025-12-29T20:33:56.518562] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-29T20:33:56.518710] [INFO ] [sig       ] UNF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:56.659636] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UNF.txt
[2025-12-29T20:33:56.659767] [INFO ] [sig       ] [3266/3546] Completed UNF in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:56.659807] [INFO ] [sig       ] [3267/3546] Forecasting UNFI...
[2025-12-29T20:33:56.659837] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-29T20:33:56.659866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-29T20:33:56.670434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-29T20:33:56.670723] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-29T20:33:56.671492] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-29T20:33:56.671544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:56.671593] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:56.671622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:56.671678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:56.728064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:56.728699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:56.728798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:56.728832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:56.852304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:56.852457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:56.852496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:56.852525] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:56.855942] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-29T20:33:56.856213] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-29T20:33:56.856338] [INFO ] [sig       ] UNFI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:57.000497] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UNFI.txt
[2025-12-29T20:33:57.000670] [INFO ] [sig       ] [3267/3546] Completed UNFI in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:57.000712] [INFO ] [sig       ] [3268/3546] Forecasting UNM...
[2025-12-29T20:33:57.000742] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-29T20:33:57.000772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-29T20:33:57.012233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-29T20:33:57.012539] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-29T20:33:57.013340] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-29T20:33:57.013393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:57.013424] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:57.013451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:57.013509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:57.069974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:57.070794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:57.070876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:57.070908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:57.189851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:57.190007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:57.190048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:57.190077] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:57.193651] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-29T20:33:57.193948] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-29T20:33:57.194077] [INFO ] [sig       ] UNM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:57.333137] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UNM.txt
[2025-12-29T20:33:57.333280] [INFO ] [sig       ] [3268/3546] Completed UNM in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:57.333319] [INFO ] [sig       ] [3269/3546] Forecasting UNMA...
[2025-12-29T20:33:57.333348] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-29T20:33:57.333377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-29T20:33:57.344255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-29T20:33:57.344526] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-29T20:33:57.345320] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-29T20:33:57.345372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:57.345405] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:57.345431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:57.345489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:57.402882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:57.403599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:57.403678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:57.403710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:57.508845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:57.508995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:57.509033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:57.509061] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:57.512377] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=56.17%)
[2025-12-29T20:33:57.512668] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-29T20:33:57.512790] [INFO ] [sig       ] UNMA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:57.655698] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UNMA.txt
[2025-12-29T20:33:57.655870] [INFO ] [sig       ] [3269/3546] Completed UNMA in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:57.655912] [INFO ] [sig       ] [3270/3546] Forecasting UNP...
[2025-12-29T20:33:57.655942] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-29T20:33:57.655971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-29T20:33:57.666919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-29T20:33:57.667193] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-29T20:33:57.667983] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-29T20:33:57.668035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:57.668067] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:57.668093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:57.668150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:57.724513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:57.725193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:57.725271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:57.725302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:57.841511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:57.841682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:57.841722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:57.841750] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:57.845081] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-12-29T20:33:57.845358] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-29T20:33:57.845484] [INFO ] [sig       ] UNP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:33:57.984915] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UNP.txt
[2025-12-29T20:33:57.985052] [INFO ] [sig       ] [3270/3546] Completed UNP in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:57.985092] [INFO ] [sig       ] [3271/3546] Forecasting UNTY...
[2025-12-29T20:33:57.985124] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-29T20:33:57.985153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-29T20:33:57.995965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-29T20:33:57.996270] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-29T20:33:57.997103] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-29T20:33:57.997168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:57.997201] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:57.997229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:57.997288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:58.055657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:58.056518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:58.056617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:58.056653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:58.172306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:58.172464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:58.172503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:58.172531] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:58.175859] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-12-29T20:33:58.176130] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-29T20:33:58.176258] [INFO ] [sig       ] UNTY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:58.316983] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UNTY.txt
[2025-12-29T20:33:58.317115] [INFO ] [sig       ] [3271/3546] Completed UNTY in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:58.317154] [INFO ] [sig       ] [3272/3546] Forecasting UONE...
[2025-12-29T20:33:58.317183] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-29T20:33:58.317212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-29T20:33:58.328103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-29T20:33:58.328351] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-29T20:33:58.329157] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-29T20:33:58.329209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:58.329241] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:58.329268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:58.329325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:58.386246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:58.387087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:58.387170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:58.387202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:58.499719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:58.499891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:58.499937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:58.499967] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:58.503445] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-12-29T20:33:58.503734] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-29T20:33:58.503868] [INFO ] [sig       ] UONE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:58.643308] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UONE.txt
[2025-12-29T20:33:58.643468] [INFO ] [sig       ] [3272/3546] Completed UONE in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:58.643508] [INFO ] [sig       ] [3273/3546] Forecasting UPBD...
[2025-12-29T20:33:58.643539] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-29T20:33:58.643586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-29T20:33:58.655340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-29T20:33:58.655919] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-29T20:33:58.656742] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-29T20:33:58.656795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:58.656853] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:58.656882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:58.656941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:58.714317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:58.715192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:58.715285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:58.715316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:58.833488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:58.833673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:58.833714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:58.833741] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:58.837102] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-29T20:33:58.837395] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-29T20:33:58.837526] [INFO ] [sig       ] UPBD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:58.977024] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UPBD.txt
[2025-12-29T20:33:58.977177] [INFO ] [sig       ] [3273/3546] Completed UPBD in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:58.977217] [INFO ] [sig       ] [3274/3546] Forecasting UPC...
[2025-12-29T20:33:58.977247] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-29T20:33:58.977277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-29T20:33:58.988595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-29T20:33:58.988945] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-29T20:33:58.989739] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-29T20:33:58.989790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:58.989821] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:58.989848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:58.989906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:59.046401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:59.047067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:59.047145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:59.047178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:59.158366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:59.158514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:59.158556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:59.158603] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:59.161906] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-29T20:33:59.162169] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-29T20:33:59.162289] [INFO ] [sig       ] UPC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:59.360506] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UPC.txt
[2025-12-29T20:33:59.360699] [INFO ] [sig       ] [3274/3546] Completed UPC in 0.4s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:59.360781] [INFO ] [sig       ] [3275/3546] Forecasting UPLD...
[2025-12-29T20:33:59.360817] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-29T20:33:59.360847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-29T20:33:59.372752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-29T20:33:59.373137] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-29T20:33:59.373972] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-29T20:33:59.374025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:59.374057] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:59.374083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:59.374141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:59.431127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:59.431978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:59.432059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:59.432091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:59.546417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:59.546565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:59.546623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:59.546651] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:59.549972] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-12-29T20:33:59.550237] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-29T20:33:59.550369] [INFO ] [sig       ] UPLD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:33:59.689092] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UPLD.txt
[2025-12-29T20:33:59.689235] [INFO ] [sig       ] [3275/3546] Completed UPLD in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:33:59.689283] [INFO ] [sig       ] [3276/3546] Forecasting UPS...
[2025-12-29T20:33:59.689320] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-29T20:33:59.689357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-29T20:33:59.700213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-29T20:33:59.700469] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-29T20:33:59.701251] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-29T20:33:59.701303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:33:59.701334] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:33:59.701360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:33:59.701417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:33:59.758033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:33:59.758660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:33:59.758738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:33:59.758782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:33:59.881275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:33:59.881429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:33:59.881467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:33:59.881530] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:33:59.884886] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-29T20:33:59.885169] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-29T20:33:59.885299] [INFO ] [sig       ] UPS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:00.027009] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UPS.txt
[2025-12-29T20:34:00.027167] [INFO ] [sig       ] [3276/3546] Completed UPS in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:34:00.027206] [INFO ] [sig       ] [3277/3546] Forecasting UPWK...
[2025-12-29T20:34:00.027236] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-29T20:34:00.027267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-29T20:34:00.039631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-29T20:34:00.040046] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-29T20:34:00.040915] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-29T20:34:00.040973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:00.041005] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:00.041031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:00.041094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:00.102023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:00.103044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:00.103143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:00.103185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:00.235061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:00.235218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:00.235261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:00.235289] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:00.238689] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-29T20:34:00.238997] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-29T20:34:00.239129] [INFO ] [sig       ] UPWK: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:00.379399] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UPWK.txt
[2025-12-29T20:34:00.379533] [INFO ] [sig       ] [3277/3546] Completed UPWK in 0.4s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-29T20:34:00.379589] [INFO ] [sig       ] [3278/3546] Forecasting UPXI...
[2025-12-29T20:34:00.379623] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-29T20:34:00.379653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-29T20:34:00.391240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-29T20:34:00.391681] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-29T20:34:00.392546] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-29T20:34:00.392624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:00.392661] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:00.392690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:00.392751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:00.451490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:00.452415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:00.452509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:00.452543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:00.572299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:00.572438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:00.572493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:00.572523] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:00.575840] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-29T20:34:00.576108] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-29T20:34:00.576230] [INFO ] [sig       ] UPXI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:00.717251] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UPXI.txt
[2025-12-29T20:34:00.717369] [INFO ] [sig       ] [3278/3546] Completed UPXI in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-29T20:34:00.717408] [INFO ] [sig       ] [3279/3546] Forecasting URBN...
[2025-12-29T20:34:00.717438] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-29T20:34:00.717468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-29T20:34:00.728017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-29T20:34:00.728291] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-29T20:34:00.729112] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-29T20:34:00.729165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:00.729196] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:00.729223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:00.729280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:00.787360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:00.788076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:00.788160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:00.788194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:00.912062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:00.912207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:00.912246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:00.912276] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:00.915674] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-29T20:34:00.915942] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-29T20:34:00.916065] [INFO ] [sig       ] URBN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:01.056508] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/URBN.txt
[2025-12-29T20:34:01.056644] [INFO ] [sig       ] [3279/3546] Completed URBN in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-29T20:34:01.056685] [INFO ] [sig       ] [3280/3546] Forecasting URGN...
[2025-12-29T20:34:01.056715] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-29T20:34:01.056744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-29T20:34:01.068300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-29T20:34:01.068611] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-29T20:34:01.069426] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-29T20:34:01.069479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:01.069510] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:01.069536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:01.069614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:01.126059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:01.126946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:01.127029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:01.127061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:01.245254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:01.245419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:01.245459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:01.245490] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:01.248973] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-29T20:34:01.249252] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-29T20:34:01.249383] [INFO ] [sig       ] URGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:01.390095] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/URGN.txt
[2025-12-29T20:34:01.390224] [INFO ] [sig       ] [3280/3546] Completed URGN in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:01.390271] [INFO ] [sig       ] [3281/3546] Forecasting URI...
[2025-12-29T20:34:01.390309] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-29T20:34:01.390344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-29T20:34:01.402221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-29T20:34:01.402532] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-29T20:34:01.403358] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-29T20:34:01.403413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:01.403445] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:01.403472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:01.403530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:01.460514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:01.461196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:01.461276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:01.461309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:01.587967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:01.588129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:01.588168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:01.588196] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:01.591559] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=33.49%)
[2025-12-29T20:34:01.591844] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-29T20:34:01.591966] [INFO ] [sig       ] URI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:01.732120] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/URI.txt
[2025-12-29T20:34:01.732262] [INFO ] [sig       ] [3281/3546] Completed URI in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:01.732303] [INFO ] [sig       ] [3282/3546] Forecasting URNJ...
[2025-12-29T20:34:01.732332] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-29T20:34:01.732362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-29T20:34:01.744066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-29T20:34:01.744380] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-29T20:34:01.745232] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-29T20:34:01.745286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:01.745329] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:01.745358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:01.745417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:01.802012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:01.802814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:01.802893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:01.802924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:01.928081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:01.928229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:01.928268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:01.928296] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:01.931724] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-29T20:34:01.931992] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-29T20:34:01.932121] [INFO ] [sig       ] URNJ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:02.071767] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/URNJ.txt
[2025-12-29T20:34:02.071923] [INFO ] [sig       ] [3282/3546] Completed URNJ in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:02.071962] [INFO ] [sig       ] [3283/3546] Forecasting UROY...
[2025-12-29T20:34:02.071992] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-29T20:34:02.072022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-29T20:34:02.087345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-29T20:34:02.087879] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-29T20:34:02.088750] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-29T20:34:02.088834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:02.088867] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:02.088896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:02.088954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:02.146364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:02.147341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:02.147514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:02.147550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:02.281435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:02.281610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:02.281655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:02.281683] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:02.285062] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2025-12-29T20:34:02.285346] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-29T20:34:02.285472] [INFO ] [sig       ] UROY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:02.430877] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UROY.txt
[2025-12-29T20:34:02.431041] [INFO ] [sig       ] [3283/3546] Completed UROY in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:02.431081] [INFO ] [sig       ] [3284/3546] Forecasting USA...
[2025-12-29T20:34:02.431110] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-29T20:34:02.431139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-29T20:34:02.443700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-29T20:34:02.444146] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-29T20:34:02.445206] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-29T20:34:02.445268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:02.445306] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:02.445345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:02.445431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:02.511211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:02.512218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:02.512307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:02.512349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:02.636949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:02.637110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:02.637150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:02.637179] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:02.640762] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=64.29%)
[2025-12-29T20:34:02.641057] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-29T20:34:02.641189] [INFO ] [sig       ] USA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:02.784976] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/USA.txt
[2025-12-29T20:34:02.785143] [INFO ] [sig       ] [3284/3546] Completed USA in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:02.785184] [INFO ] [sig       ] [3285/3546] Forecasting USAC...
[2025-12-29T20:34:02.785215] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-29T20:34:02.785245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-29T20:34:02.797048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-29T20:34:02.797365] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-29T20:34:02.798165] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-29T20:34:02.798218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:02.798250] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:02.798276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:02.798334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:02.855379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:02.856023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:02.856101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:02.856133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:02.972383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:02.972542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:02.972600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:02.972631] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:02.975966] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=42.16%)
[2025-12-29T20:34:02.976239] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-29T20:34:02.976366] [INFO ] [sig       ] USAC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:03.117426] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USAC.txt
[2025-12-29T20:34:03.117604] [INFO ] [sig       ] [3285/3546] Completed USAC in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:03.117655] [INFO ] [sig       ] [3286/3546] Forecasting USB...
[2025-12-29T20:34:03.117687] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-29T20:34:03.117717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-29T20:34:03.129390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-29T20:34:03.129695] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-29T20:34:03.130522] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-29T20:34:03.130600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:03.130641] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:03.130669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:03.130728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:03.187686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:03.188341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:03.188420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:03.188452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:03.305751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:03.305862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:03.305897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:03.305925] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:03.309074] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=29.27%)
[2025-12-29T20:34:03.309339] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-29T20:34:03.309462] [INFO ] [sig       ] USB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:03.448548] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USB.txt
[2025-12-29T20:34:03.448729] [INFO ] [sig       ] [3286/3546] Completed USB in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:03.448809] [INFO ] [sig       ] [3287/3546] Forecasting USCB...
[2025-12-29T20:34:03.448854] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-29T20:34:03.448896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-29T20:34:03.459839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-29T20:34:03.460116] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-29T20:34:03.460941] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-29T20:34:03.460993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:03.461026] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:03.461054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:03.461117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:03.518178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:03.519006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:03.519099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:03.519131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:03.629222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:03.629381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:03.629419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:03.629448] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:03.632931] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-12-29T20:34:03.633252] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-29T20:34:03.633413] [INFO ] [sig       ] USCB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:03.773503] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/USCB.txt
[2025-12-29T20:34:03.773654] [INFO ] [sig       ] [3287/3546] Completed USCB in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:03.773694] [INFO ] [sig       ] [3288/3546] Forecasting USDX...
[2025-12-29T20:34:03.773724] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-29T20:34:03.773754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-29T20:34:03.784353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-29T20:34:03.784618] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-29T20:34:03.785386] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-29T20:34:03.785438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:03.785470] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:03.785498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:03.785555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:03.842543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:03.843167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:03.843244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:03.843276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:03.949258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:03.949418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:03.949456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:03.949485] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:03.952843] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2025-12-29T20:34:03.953113] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-29T20:34:03.953236] [INFO ] [sig       ] USDX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:04.092778] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USDX.txt
[2025-12-29T20:34:04.092909] [INFO ] [sig       ] [3288/3546] Completed USDX in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:04.092948] [INFO ] [sig       ] [3289/3546] Forecasting USEA...
[2025-12-29T20:34:04.092977] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-29T20:34:04.093006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-29T20:34:04.105031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-29T20:34:04.105379] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-29T20:34:04.106193] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-29T20:34:04.106246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:04.106278] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:04.106304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:04.106361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:04.162184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:04.163094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:04.163181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:04.163213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:04.277827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:04.277986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:04.278024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:04.278070] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:04.281423] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2025-12-29T20:34:04.281717] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-29T20:34:04.281841] [INFO ] [sig       ] USEA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:04.421530] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/USEA.txt
[2025-12-29T20:34:04.421709] [INFO ] [sig       ] [3289/3546] Completed USEA in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:04.421749] [INFO ] [sig       ] [3290/3546] Forecasting USFD...
[2025-12-29T20:34:04.421779] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-29T20:34:04.421809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-29T20:34:04.433092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-29T20:34:04.433418] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-29T20:34:04.434212] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-29T20:34:04.434263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:04.434320] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:04.434348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:04.434407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:04.490747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:04.491620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:04.491702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:04.491734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:04.614853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:04.615012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:04.615050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:04.615078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:04.618829] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=47.70%)
[2025-12-29T20:34:04.619098] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-29T20:34:04.619225] [INFO ] [sig       ] USFD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:04.758732] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USFD.txt
[2025-12-29T20:34:04.758917] [INFO ] [sig       ] [3290/3546] Completed USFD in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:04.758960] [INFO ] [sig       ] [3291/3546] Forecasting USGO...
[2025-12-29T20:34:04.758990] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-29T20:34:04.759019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-29T20:34:04.770431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-29T20:34:04.770789] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-29T20:34:04.771608] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-29T20:34:04.771662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:04.771696] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:04.771724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:04.771783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:04.833519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:04.834921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:04.835048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:04.835084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:04.953076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:04.953236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:04.953278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:04.953308] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:04.956751] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-29T20:34:04.957031] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-29T20:34:04.957172] [INFO ] [sig       ] USGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:05.098403] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USGO.txt
[2025-12-29T20:34:05.098590] [INFO ] [sig       ] [3291/3546] Completed USGO in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:05.098643] [INFO ] [sig       ] [3292/3546] Forecasting USIG...
[2025-12-29T20:34:05.098674] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-29T20:34:05.098705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-29T20:34:05.110154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-29T20:34:05.110488] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-29T20:34:05.111286] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-29T20:34:05.111349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:05.111388] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:05.111422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:05.111490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:05.168124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:05.169011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:05.169092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:05.169125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:05.293085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:05.293243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:05.293282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:05.293311] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:05.296729] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-29T20:34:05.296997] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-29T20:34:05.297122] [INFO ] [sig       ] USIG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:05.436374] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USIG.txt
[2025-12-29T20:34:05.436545] [INFO ] [sig       ] [3292/3546] Completed USIG in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:05.436614] [INFO ] [sig       ] [3293/3546] Forecasting USIO...
[2025-12-29T20:34:05.436647] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-29T20:34:05.436677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-29T20:34:05.448147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-29T20:34:05.448455] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-29T20:34:05.449428] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-29T20:34:05.449491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:05.449535] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:05.449563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:05.449647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:05.506631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:05.507504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:05.507608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:05.507642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:05.626096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:05.626244] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:34:05.626284] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:05.626344] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:05.629816] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=64.21%)
[2025-12-29T20:34:05.630136] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-29T20:34:05.630271] [INFO ] [sig       ] USIO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:05.771828] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/USIO.txt
[2025-12-29T20:34:05.771967] [INFO ] [sig       ] [3293/3546] Completed USIO in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:05.772006] [INFO ] [sig       ] [3294/3546] Forecasting USLM...
[2025-12-29T20:34:05.772035] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-29T20:34:05.772065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-29T20:34:05.783280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-29T20:34:05.783610] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-29T20:34:05.784381] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-29T20:34:05.784434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:05.784465] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:05.784491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:05.784548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:05.840732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:05.841563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:05.841689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:05.841735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:05.956624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:05.956786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:05.956826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:05.956854] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:05.960612] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-29T20:34:05.960932] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-29T20:34:05.961068] [INFO ] [sig       ] USLM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:06.102790] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USLM.txt
[2025-12-29T20:34:06.102946] [INFO ] [sig       ] [3294/3546] Completed USLM in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:06.102988] [INFO ] [sig       ] [3295/3546] Forecasting USMC...
[2025-12-29T20:34:06.103016] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-29T20:34:06.103045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-29T20:34:06.114370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-29T20:34:06.114770] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-29T20:34:06.115550] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-29T20:34:06.115624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:06.115656] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:06.115682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:06.115741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:06.172892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:06.173764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:06.173847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:06.173880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:06.293585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:06.293758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:06.293799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:06.293829] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:06.297227] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=23.95%)
[2025-12-29T20:34:06.297501] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-29T20:34:06.297650] [INFO ] [sig       ] USMC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:06.436211] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USMC.txt
[2025-12-29T20:34:06.436369] [INFO ] [sig       ] [3295/3546] Completed USMC in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-29T20:34:06.436410] [INFO ] [sig       ] [3296/3546] Forecasting USOI...
[2025-12-29T20:34:06.436440] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-29T20:34:06.436471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-29T20:34:06.448343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-29T20:34:06.448703] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-29T20:34:06.449567] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-29T20:34:06.449638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:06.449670] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:06.449696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:06.449753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:06.507160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:06.508105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:06.508194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:06.508227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:06.631667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:06.631824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:06.631865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:06.631894] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:06.635307] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-12-29T20:34:06.635607] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-29T20:34:06.635738] [INFO ] [sig       ] USOI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:06.777120] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/USOI.txt
[2025-12-29T20:34:06.777310] [INFO ] [sig       ] [3296/3546] Completed USOI in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-29T20:34:06.777399] [INFO ] [sig       ] [3297/3546] Forecasting USOY...
[2025-12-29T20:34:06.777451] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-29T20:34:06.777486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-29T20:34:06.789322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-29T20:34:06.789713] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-29T20:34:06.790502] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-29T20:34:06.790555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:06.790607] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:06.790636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:06.790694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:06.848662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:06.849630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:06.849716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:06.849748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:06.968092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:06.968255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:06.968294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:06.968322] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:06.971863] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-29T20:34:06.972148] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-29T20:34:06.972276] [INFO ] [sig       ] USOY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:07.114119] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/USOY.txt
[2025-12-29T20:34:07.114251] [INFO ] [sig       ] [3297/3546] Completed USOY in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-29T20:34:07.114290] [INFO ] [sig       ] [3298/3546] Forecasting USTB...
[2025-12-29T20:34:07.114319] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-29T20:34:07.114348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-29T20:34:07.126153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-29T20:34:07.126447] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-29T20:34:07.127232] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-29T20:34:07.127284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:07.127315] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:07.127342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:07.127399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:07.184529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:07.185227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:07.185310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:07.185343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:07.299956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:07.300111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:07.300153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:07.300182] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:07.303602] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-29T20:34:07.303882] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-29T20:34:07.304026] [INFO ] [sig       ] USTB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:07.442466] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/USTB.txt
[2025-12-29T20:34:07.442618] [INFO ] [sig       ] [3298/3546] Completed USTB in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:07.442659] [INFO ] [sig       ] [3299/3546] Forecasting USVM...
[2025-12-29T20:34:07.442688] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-29T20:34:07.442718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-29T20:34:07.453620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-29T20:34:07.453956] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-29T20:34:07.454760] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-29T20:34:07.454812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:07.454843] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:07.454869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:07.454926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:07.511338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:07.512193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:07.512275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:07.512307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:07.630782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:07.630936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:07.630976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:07.631007] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:07.634804] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-12-29T20:34:07.635080] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-29T20:34:07.635206] [INFO ] [sig       ] USVM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:07.774957] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USVM.txt
[2025-12-29T20:34:07.775095] [INFO ] [sig       ] [3299/3546] Completed USVM in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:07.775137] [INFO ] [sig       ] [3300/3546] Forecasting USXF...
[2025-12-29T20:34:07.775172] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-29T20:34:07.775201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-29T20:34:07.787448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-29T20:34:07.787790] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-29T20:34:07.788570] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-29T20:34:07.788641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:07.788672] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:07.788699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:07.788756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:07.850302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:07.851139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:07.851270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:07.851304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:07.966866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:07.967017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:07.967056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:07.967102] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:07.970502] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-29T20:34:07.970811] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-29T20:34:07.970948] [INFO ] [sig       ] USXF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:08.114467] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/USXF.txt
[2025-12-29T20:34:08.114665] [INFO ] [sig       ] [3300/3546] Completed USXF in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:08.114715] [INFO ] [sig       ] [3301/3546] Forecasting UTEN...
[2025-12-29T20:34:08.114746] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-29T20:34:08.114776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-29T20:34:08.126647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-29T20:34:08.126935] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-29T20:34:08.127728] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-29T20:34:08.127781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:08.127812] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:08.127839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:08.127897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:08.191414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:08.192537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:08.192672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:08.192722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:08.335885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:08.336043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:08.336082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:08.336110] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:08.339544] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=17.21%)
[2025-12-29T20:34:08.339854] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-29T20:34:08.339988] [INFO ] [sig       ] UTEN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:08.480449] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UTEN.txt
[2025-12-29T20:34:08.480628] [INFO ] [sig       ] [3301/3546] Completed UTEN in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:08.480670] [INFO ] [sig       ] [3302/3546] Forecasting UTF...
[2025-12-29T20:34:08.480701] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-29T20:34:08.480732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-29T20:34:08.492272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-29T20:34:08.492634] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-29T20:34:08.493418] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-29T20:34:08.493476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:08.493508] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:08.493536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:08.493614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:08.555054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:08.555978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:08.556064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:08.556117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:08.692354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:08.692519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:08.692558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:08.692607] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:08.695990] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-12-29T20:34:08.696286] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-29T20:34:08.696419] [INFO ] [sig       ] UTF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:08.843839] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UTF.txt
[2025-12-29T20:34:08.843982] [INFO ] [sig       ] [3302/3546] Completed UTF in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:08.844025] [INFO ] [sig       ] [3303/3546] Forecasting UTI...
[2025-12-29T20:34:08.844056] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-29T20:34:08.844087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-29T20:34:08.855878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-29T20:34:08.856187] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-29T20:34:08.857066] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-29T20:34:08.857123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:08.857167] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:08.857208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:08.857290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:08.918958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:08.919671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:08.919755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:08.919789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:09.049404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:09.049570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:09.049632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:09.049663] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:09.053615] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-12-29T20:34:09.053923] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-29T20:34:09.054074] [INFO ] [sig       ] UTI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:09.204746] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UTI.txt
[2025-12-29T20:34:09.204946] [INFO ] [sig       ] [3303/3546] Completed UTI in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:09.204999] [INFO ] [sig       ] [3304/3546] Forecasting UTL...
[2025-12-29T20:34:09.205029] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-29T20:34:09.205060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-29T20:34:09.219197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-29T20:34:09.219799] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-29T20:34:09.220832] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-29T20:34:09.220891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:09.220927] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:09.220974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:09.221040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:09.281460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:09.282690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:09.282797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:09.282832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:09.404745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:09.404985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:09.405030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:09.405061] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:09.409082] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-12-29T20:34:09.409411] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-29T20:34:09.409556] [INFO ] [sig       ] UTL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:09.559376] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UTL.txt
[2025-12-29T20:34:09.559607] [INFO ] [sig       ] [3304/3546] Completed UTL in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:09.559655] [INFO ] [sig       ] [3305/3546] Forecasting UTMD...
[2025-12-29T20:34:09.559687] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-29T20:34:09.559721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-29T20:34:09.573611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-29T20:34:09.574111] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-29T20:34:09.575159] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-29T20:34:09.575216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:09.575250] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:09.575277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:09.575343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:09.635055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:09.636175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:09.636274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:09.636308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:09.754361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:09.754530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:09.754587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:09.754622] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:09.758274] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-29T20:34:09.758567] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-29T20:34:09.758724] [INFO ] [sig       ] UTMD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:09.898399] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UTMD.txt
[2025-12-29T20:34:09.898549] [INFO ] [sig       ] [3305/3546] Completed UTMD in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:09.898605] [INFO ] [sig       ] [3306/3546] Forecasting UTZ...
[2025-12-29T20:34:09.898636] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-29T20:34:09.898666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-29T20:34:09.911328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-29T20:34:09.911642] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-29T20:34:09.912441] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-29T20:34:09.912494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:09.912527] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:09.912554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:09.912637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:09.970647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:09.971342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:09.971426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:09.971461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:10.090011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:10.090173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:10.090218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:10.090248] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:10.094008] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-29T20:34:10.094278] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-29T20:34:10.094407] [INFO ] [sig       ] UTZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:10.234375] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UTZ.txt
[2025-12-29T20:34:10.234541] [INFO ] [sig       ] [3306/3546] Completed UTZ in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:10.234600] [INFO ] [sig       ] [3307/3546] Forecasting UVE...
[2025-12-29T20:34:10.234633] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-29T20:34:10.234663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-29T20:34:10.248401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-29T20:34:10.249070] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-29T20:34:10.250137] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-29T20:34:10.250240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:10.250345] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:10.250375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:10.250437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:10.310817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:10.312027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:10.312123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:10.312157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:10.434166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:10.434328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:10.434370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:10.434397] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:10.437803] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-29T20:34:10.438077] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-29T20:34:10.438206] [INFO ] [sig       ] UVE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:10.580332] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UVE.txt
[2025-12-29T20:34:10.580533] [INFO ] [sig       ] [3307/3546] Completed UVE in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:10.580609] [INFO ] [sig       ] [3308/3546] Forecasting UVSP...
[2025-12-29T20:34:10.580651] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-29T20:34:10.580691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-29T20:34:10.593632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-29T20:34:10.593944] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-29T20:34:10.594759] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-29T20:34:10.594811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:10.594842] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:10.594868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:10.594931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:10.652251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:10.652942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:10.653027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:10.653059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:10.776339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:10.776494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:10.776534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:10.776561] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:10.779949] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-12-29T20:34:10.780230] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-29T20:34:10.780357] [INFO ] [sig       ] UVSP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:10.926483] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UVSP.txt
[2025-12-29T20:34:10.926663] [INFO ] [sig       ] [3308/3546] Completed UVSP in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:10.926703] [INFO ] [sig       ] [3309/3546] Forecasting UWMC...
[2025-12-29T20:34:10.926733] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-29T20:34:10.926764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-29T20:34:10.938172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-29T20:34:10.938523] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-29T20:34:10.939381] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-29T20:34:10.939435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:10.939466] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:10.939493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:10.939554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:11.006477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:11.007565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:11.007736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:11.007782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:11.139248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:11.139471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:11.139515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:11.139544] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:11.143029] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-29T20:34:11.143319] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-29T20:34:11.143452] [INFO ] [sig       ] UWMC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:11.286383] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UWMC.txt
[2025-12-29T20:34:11.286555] [INFO ] [sig       ] [3309/3546] Completed UWMC in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:11.286616] [INFO ] [sig       ] [3310/3546] Forecasting UXIN...
[2025-12-29T20:34:11.286648] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-29T20:34:11.286677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-29T20:34:11.298192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-29T20:34:11.298523] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-29T20:34:11.299355] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-29T20:34:11.299407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:11.299438] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:11.299463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:11.299519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:11.356727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:11.357683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:11.357769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:11.357803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:11.475149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:11.475304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:11.475343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:11.475404] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:11.478748] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-12-29T20:34:11.479045] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-29T20:34:11.479175] [INFO ] [sig       ] UXIN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:11.620688] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UXIN.txt
[2025-12-29T20:34:11.620845] [INFO ] [sig       ] [3310/3546] Completed UXIN in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:11.620885] [INFO ] [sig       ] [3311/3546] Forecasting UYLD...
[2025-12-29T20:34:11.620916] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-29T20:34:11.620946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-29T20:34:11.633006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-29T20:34:11.633331] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-29T20:34:11.634141] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-29T20:34:11.634194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:11.634225] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:11.634250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:11.634308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:11.690587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:11.691442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:11.691536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:11.691597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:11.812848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:11.813048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:11.813116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:11.813159] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:11.817627] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-29T20:34:11.818051] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-29T20:34:11.818233] [INFO ] [sig       ] UYLD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:11.964980] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/UYLD.txt
[2025-12-29T20:34:11.965154] [INFO ] [sig       ] [3311/3546] Completed UYLD in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:11.965198] [INFO ] [sig       ] [3312/3546] Forecasting UZE...
[2025-12-29T20:34:11.965229] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-29T20:34:11.965260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-29T20:34:11.976688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-29T20:34:11.977026] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-29T20:34:11.977841] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-29T20:34:11.977894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:11.977925] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:11.977952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:11.978009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:12.033858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:12.034771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:12.034859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:12.034891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:12.143283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:12.143450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:12.143490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:12.143519] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:12.146852] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2025-12-29T20:34:12.147140] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-29T20:34:12.147274] [INFO ] [sig       ] UZE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:12.290884] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/UZE.txt
[2025-12-29T20:34:12.291042] [INFO ] [sig       ] [3312/3546] Completed UZE in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-29T20:34:12.291081] [INFO ] [sig       ] [3313/3546] Forecasting VAC...
[2025-12-29T20:34:12.291112] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-29T20:34:12.291142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-29T20:34:12.302607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-29T20:34:12.302984] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-29T20:34:12.303801] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-29T20:34:12.303854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:12.303885] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:12.303911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:12.303968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:12.360657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:12.361565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:12.361672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:12.361706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:12.478940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:12.479112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:12.479155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:12.479184] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:12.482543] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-29T20:34:12.482838] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-29T20:34:12.482963] [INFO ] [sig       ] VAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:12.626857] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VAC.txt
[2025-12-29T20:34:12.627022] [INFO ] [sig       ] [3313/3546] Completed VAC in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-29T20:34:12.627064] [INFO ] [sig       ] [3314/3546] Forecasting VAL...
[2025-12-29T20:34:12.627093] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-29T20:34:12.627131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-29T20:34:12.638664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-29T20:34:12.639031] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-29T20:34:12.639848] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-29T20:34:12.639900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:12.639933] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:12.639960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:12.640018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:12.696424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:12.697318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:12.697402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:12.697434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:12.819533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:12.819722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:12.819764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:12.819793] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:12.823764] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=57.48%)
[2025-12-29T20:34:12.824059] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-29T20:34:12.824194] [INFO ] [sig       ] VAL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:12.966704] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VAL.txt
[2025-12-29T20:34:12.966839] [INFO ] [sig       ] [3314/3546] Completed VAL in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-29T20:34:12.966878] [INFO ] [sig       ] [3315/3546] Forecasting VALE...
[2025-12-29T20:34:12.966907] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-29T20:34:12.966936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-29T20:34:12.978175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-29T20:34:12.978457] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-29T20:34:12.979309] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-29T20:34:12.979362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:12.979394] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:12.979420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:12.979479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:13.037524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:13.038158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:13.038239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:13.038271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:13.157493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:13.157634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:13.157674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:13.157703] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:13.160998] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-29T20:34:13.161273] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-29T20:34:13.161401] [INFO ] [sig       ] VALE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:13.304931] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VALE.txt
[2025-12-29T20:34:13.305069] [INFO ] [sig       ] [3315/3546] Completed VALE in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:13.305110] [INFO ] [sig       ] [3316/3546] Forecasting VALN...
[2025-12-29T20:34:13.305139] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-29T20:34:13.305168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-29T20:34:13.315880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-29T20:34:13.316142] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-29T20:34:13.316980] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-29T20:34:13.317031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:13.317062] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:13.317087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:13.317143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:13.372956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:13.373541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:13.373636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:13.373668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:13.483861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:13.484012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:13.484050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:13.484078] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:13.487401] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=73.00%)
[2025-12-29T20:34:13.487727] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-29T20:34:13.487850] [INFO ] [sig       ] VALN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:13.626108] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VALN.txt
[2025-12-29T20:34:13.626230] [INFO ] [sig       ] [3316/3546] Completed VALN in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:13.626270] [INFO ] [sig       ] [3317/3546] Forecasting VANI...
[2025-12-29T20:34:13.626299] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-29T20:34:13.626328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-29T20:34:13.638033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-29T20:34:13.638304] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-29T20:34:13.639319] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-29T20:34:13.639382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:13.639413] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:13.639439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:13.639497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:13.696019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:13.696640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:13.696745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:13.696778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:13.818398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:13.818553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:13.818612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:13.818643] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:13.822430] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-29T20:34:13.822720] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-29T20:34:13.823033] [INFO ] [sig       ] VANI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:13.961096] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VANI.txt
[2025-12-29T20:34:13.961216] [INFO ] [sig       ] [3317/3546] Completed VANI in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:13.961255] [INFO ] [sig       ] [3318/3546] Forecasting VBF...
[2025-12-29T20:34:13.961285] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-29T20:34:13.961314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-29T20:34:13.973307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-29T20:34:13.973652] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-29T20:34:13.974452] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-29T20:34:13.974505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:13.974536] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:13.974562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:13.974639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:14.032598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:14.033517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:14.033621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:14.033658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:14.153449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:14.153633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:14.153675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:14.153704] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:14.157035] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=36.93%)
[2025-12-29T20:34:14.157306] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-29T20:34:14.157431] [INFO ] [sig       ] VBF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:14.303407] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VBF.txt
[2025-12-29T20:34:14.303597] [INFO ] [sig       ] [3318/3546] Completed VBF in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:14.303640] [INFO ] [sig       ] [3319/3546] Forecasting VBNK...
[2025-12-29T20:34:14.303668] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-29T20:34:14.303696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-29T20:34:14.315521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-29T20:34:14.315937] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-29T20:34:14.316770] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-29T20:34:14.316823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:14.316854] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:14.316880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:14.316937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:14.374404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:14.375312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:14.375427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:14.375460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:14.493158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:14.493315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:14.493353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:14.493382] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:14.496776] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-29T20:34:14.497076] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-29T20:34:14.497211] [INFO ] [sig       ] VBNK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:14.638875] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VBNK.txt
[2025-12-29T20:34:14.639042] [INFO ] [sig       ] [3319/3546] Completed VBNK in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:14.639082] [INFO ] [sig       ] [3320/3546] Forecasting VC...
[2025-12-29T20:34:14.639110] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-29T20:34:14.639138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-29T20:34:14.650112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-29T20:34:14.650456] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-29T20:34:14.651261] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-29T20:34:14.651313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:14.651345] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:14.651371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:14.651428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:14.708760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:14.709642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:14.709724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:14.709756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:14.837658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:14.837794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:14.837832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:14.837861] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:14.841169] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-29T20:34:14.841436] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-29T20:34:14.841561] [INFO ] [sig       ] VC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:14.981466] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VC.txt
[2025-12-29T20:34:14.981658] [INFO ] [sig       ] [3320/3546] Completed VC in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:14.981708] [INFO ] [sig       ] [3321/3546] Forecasting VCEL...
[2025-12-29T20:34:14.981739] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-29T20:34:14.981768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-29T20:34:14.992676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-29T20:34:14.992968] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-29T20:34:14.993776] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-29T20:34:14.993830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:14.993862] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:14.993889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:14.993948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:15.054297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:15.055322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:15.055405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:15.055438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:15.173837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:15.174006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:15.174055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:15.174085] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:15.177455] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-29T20:34:15.177755] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-29T20:34:15.177888] [INFO ] [sig       ] VCEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:15.319637] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VCEL.txt
[2025-12-29T20:34:15.319807] [INFO ] [sig       ] [3321/3546] Completed VCEL in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:15.319848] [INFO ] [sig       ] [3322/3546] Forecasting VCRB...
[2025-12-29T20:34:15.319879] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-29T20:34:15.319910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-29T20:34:15.331021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-29T20:34:15.331388] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-29T20:34:15.332223] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-29T20:34:15.332278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:15.332311] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:15.332338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:15.332397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:15.391476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:15.392359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:15.392444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:15.392477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:15.514776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:15.514942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:15.514983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:15.515012] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:15.518485] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-29T20:34:15.518820] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-29T20:34:15.518976] [INFO ] [sig       ] VCRB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:15.660518] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VCRB.txt
[2025-12-29T20:34:15.660706] [INFO ] [sig       ] [3322/3546] Completed VCRB in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:15.660755] [INFO ] [sig       ] [3323/3546] Forecasting VCSH...
[2025-12-29T20:34:15.660786] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-29T20:34:15.660816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-29T20:34:15.672213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-29T20:34:15.672570] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-29T20:34:15.673414] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-29T20:34:15.673468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:15.673503] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:15.673532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:15.673616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:15.733958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:15.734956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:15.735046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:15.735082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:15.862015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:15.862174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:15.862224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:15.862263] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:15.865724] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-29T20:34:15.866024] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-29T20:34:15.866159] [INFO ] [sig       ] VCSH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:16.006335] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VCSH.txt
[2025-12-29T20:34:16.006488] [INFO ] [sig       ] [3323/3546] Completed VCSH in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:16.006528] [INFO ] [sig       ] [3324/3546] Forecasting VECO...
[2025-12-29T20:34:16.006557] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-29T20:34:16.006610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-29T20:34:16.017850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-29T20:34:16.018159] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-29T20:34:16.019016] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-29T20:34:16.019070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:16.019129] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:16.019159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:16.019218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:16.076993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:16.077780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:16.077865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:16.077901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:16.195341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:16.195496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:16.195553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:16.195602] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:16.199063] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-12-29T20:34:16.199339] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-29T20:34:16.199465] [INFO ] [sig       ] VECO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:16.338211] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VECO.txt
[2025-12-29T20:34:16.338350] [INFO ] [sig       ] [3324/3546] Completed VECO in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:16.338390] [INFO ] [sig       ] [3325/3546] Forecasting VEEE...
[2025-12-29T20:34:16.338419] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-29T20:34:16.338448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-29T20:34:16.349304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-29T20:34:16.349657] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-29T20:34:16.350470] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-29T20:34:16.350525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:16.350569] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:16.350626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:16.350687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:16.408589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:16.409523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:16.409632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:16.409671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:16.525905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:16.526063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:16.526103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:16.526132] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:16.529493] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=25.45%)
[2025-12-29T20:34:16.529792] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-29T20:34:16.529919] [INFO ] [sig       ] VEEE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:16.669324] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VEEE.txt
[2025-12-29T20:34:16.669490] [INFO ] [sig       ] [3325/3546] Completed VEEE in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:16.669533] [INFO ] [sig       ] [3326/3546] Forecasting VEL...
[2025-12-29T20:34:16.669563] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-29T20:34:16.669615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-29T20:34:16.682337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-29T20:34:16.682683] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-29T20:34:16.683494] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-29T20:34:16.683548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:16.683604] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:16.683635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:16.683697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:16.740747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:16.741528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:16.741655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:16.741692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:16.857766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:16.857919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:16.857957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:16.857985] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:16.861348] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-29T20:34:16.861634] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-29T20:34:16.861756] [INFO ] [sig       ] VEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:17.004738] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VEL.txt
[2025-12-29T20:34:17.004915] [INFO ] [sig       ] [3326/3546] Completed VEL in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:17.004963] [INFO ] [sig       ] [3327/3546] Forecasting VEON...
[2025-12-29T20:34:17.004994] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-29T20:34:17.005024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-29T20:34:17.016021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-29T20:34:17.016316] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-29T20:34:17.017166] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-29T20:34:17.017218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:17.017249] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:17.017276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:17.017333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:17.074087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:17.075030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:17.075115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:17.075147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:17.197165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:17.197327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:17.197367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:17.197459] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:17.202229] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-12-29T20:34:17.202618] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-29T20:34:17.202775] [INFO ] [sig       ] VEON: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:17.343533] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VEON.txt
[2025-12-29T20:34:17.343701] [INFO ] [sig       ] [3327/3546] Completed VEON in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:17.343742] [INFO ] [sig       ] [3328/3546] Forecasting VERA...
[2025-12-29T20:34:17.343771] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-29T20:34:17.343800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-29T20:34:17.356122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-29T20:34:17.356510] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-29T20:34:17.357594] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-29T20:34:17.357664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:17.357742] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:17.357783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:17.357866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:17.415804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:17.416589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:17.416675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:17.416709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:17.532064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:17.532211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:17.532251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:17.532280] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:17.535703] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-29T20:34:17.535980] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-29T20:34:17.536110] [INFO ] [sig       ] VERA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:17.676147] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VERA.txt
[2025-12-29T20:34:17.676305] [INFO ] [sig       ] [3328/3546] Completed VERA in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:17.676346] [INFO ] [sig       ] [3329/3546] Forecasting VERI...
[2025-12-29T20:34:17.676375] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-29T20:34:17.676405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-29T20:34:17.687647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-29T20:34:17.687943] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-29T20:34:17.688826] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-29T20:34:17.688881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:17.688912] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:17.688938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:17.688997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:17.747745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:17.748443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:17.748524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:17.748557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:17.867818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:17.867968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:17.868006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:17.868035] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:17.871383] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-12-29T20:34:17.871710] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-29T20:34:17.871862] [INFO ] [sig       ] VERI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:18.010871] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VERI.txt
[2025-12-29T20:34:18.011015] [INFO ] [sig       ] [3329/3546] Completed VERI in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-29T20:34:18.011054] [INFO ] [sig       ] [3330/3546] Forecasting VERO...
[2025-12-29T20:34:18.011083] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-29T20:34:18.011113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-29T20:34:18.021236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-29T20:34:18.021561] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-29T20:34:18.022400] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-29T20:34:18.022453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:18.022485] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:18.022513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:18.022597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:18.078744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:18.080150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:18.080318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:18.080354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:18.196477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:18.196655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:18.196696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:18.196724] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:18.200116] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-12-29T20:34:18.200396] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-29T20:34:18.200528] [INFO ] [sig       ] VERO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:18.341202] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VERO.txt
[2025-12-29T20:34:18.341356] [INFO ] [sig       ] [3330/3546] Completed VERO in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-29T20:34:18.341401] [INFO ] [sig       ] [3331/3546] Forecasting VERX...
[2025-12-29T20:34:18.341432] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-29T20:34:18.341462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-29T20:34:18.352954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-29T20:34:18.353288] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-29T20:34:18.354110] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-29T20:34:18.354162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:18.354193] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:18.354220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:18.354278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:18.410231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:18.411014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:18.411121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:18.411155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:18.528859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:18.529016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:18.529056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:18.529083] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:18.532420] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2025-12-29T20:34:18.532717] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-29T20:34:18.532843] [INFO ] [sig       ] VERX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:18.670390] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VERX.txt
[2025-12-29T20:34:18.670525] [INFO ] [sig       ] [3331/3546] Completed VERX in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-29T20:34:18.670564] [INFO ] [sig       ] [3332/3546] Forecasting VFC...
[2025-12-29T20:34:18.670621] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-29T20:34:18.670654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-29T20:34:18.682091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-29T20:34:18.682398] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-29T20:34:18.683205] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-29T20:34:18.683258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:18.683289] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:18.683314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:18.683371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:18.739246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:18.739965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:18.740044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:18.740075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:18.855751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:18.855907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:18.855946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:18.855974] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:18.859315] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-12-29T20:34:18.859609] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-29T20:34:18.859738] [INFO ] [sig       ] VFC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:18.997777] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VFC.txt
[2025-12-29T20:34:18.997939] [INFO ] [sig       ] [3332/3546] Completed VFC in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-29T20:34:18.997981] [INFO ] [sig       ] [3333/3546] Forecasting VFF...
[2025-12-29T20:34:18.998010] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-29T20:34:18.998039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-29T20:34:19.009433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-29T20:34:19.009818] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-29T20:34:19.010626] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-29T20:34:19.010678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:19.010709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:19.010736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:19.010793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:19.070773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:19.071932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:19.072021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:19.072054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:19.188421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:19.188597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:19.188639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:19.188671] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:19.192111] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=34.73%)
[2025-12-29T20:34:19.192394] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-29T20:34:19.192547] [INFO ] [sig       ] VFF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:19.330195] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VFF.txt
[2025-12-29T20:34:19.330348] [INFO ] [sig       ] [3333/3546] Completed VFF in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:19.330395] [INFO ] [sig       ] [3334/3546] Forecasting VFLO...
[2025-12-29T20:34:19.330430] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-29T20:34:19.330459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-29T20:34:19.342547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-29T20:34:19.342929] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-29T20:34:19.343807] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-29T20:34:19.343861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:19.343892] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:19.343919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:19.343990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:19.404029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:19.404975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:19.405122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:19.405156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:19.532339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:19.532493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:19.532533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:19.532561] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:19.535938] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-29T20:34:19.536208] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-29T20:34:19.536332] [INFO ] [sig       ] VFLO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:19.679162] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VFLO.txt
[2025-12-29T20:34:19.679302] [INFO ] [sig       ] [3334/3546] Completed VFLO in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:19.679340] [INFO ] [sig       ] [3335/3546] Forecasting VFS...
[2025-12-29T20:34:19.679369] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-29T20:34:19.679398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-29T20:34:19.690383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-29T20:34:19.690738] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-29T20:34:19.691756] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-29T20:34:19.691809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:19.691840] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:19.691866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:19.691927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:19.750044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:19.750748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:19.750828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:19.750861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:19.872523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:19.872693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:19.872735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:19.872782] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:19.876218] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-29T20:34:19.876497] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-29T20:34:19.876642] [INFO ] [sig       ] VFS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:20.020411] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VFS.txt
[2025-12-29T20:34:20.020601] [INFO ] [sig       ] [3335/3546] Completed VFS in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:20.020643] [INFO ] [sig       ] [3336/3546] Forecasting VGI...
[2025-12-29T20:34:20.020674] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-29T20:34:20.020704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-29T20:34:20.031563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-29T20:34:20.031994] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-29T20:34:20.032960] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-29T20:34:20.033019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:20.033055] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:20.033084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:20.033147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:20.092408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:20.093481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:20.093567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:20.093620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:20.206864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:20.207022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:20.207062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:20.207091] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:20.210481] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-29T20:34:20.210772] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-29T20:34:20.210900] [INFO ] [sig       ] VGI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:20.355421] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VGI.txt
[2025-12-29T20:34:20.355607] [INFO ] [sig       ] [3336/3546] Completed VGI in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:20.355655] [INFO ] [sig       ] [3337/3546] Forecasting VGM...
[2025-12-29T20:34:20.355686] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-29T20:34:20.355716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-29T20:34:20.366970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-29T20:34:20.367299] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-29T20:34:20.368121] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-29T20:34:20.368174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:20.368206] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:20.368233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:20.368290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:20.425754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:20.426701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:20.426793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:20.426844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:20.547686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:20.547838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:20.547877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:20.547908] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:20.551313] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-29T20:34:20.551629] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-29T20:34:20.551767] [INFO ] [sig       ] VGM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:20.694402] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VGM.txt
[2025-12-29T20:34:20.694620] [INFO ] [sig       ] [3337/3546] Completed VGM in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:20.694681] [INFO ] [sig       ] [3338/3546] Forecasting VGSH...
[2025-12-29T20:34:20.694715] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-29T20:34:20.694746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-29T20:34:20.705926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-29T20:34:20.706277] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-29T20:34:20.707107] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-29T20:34:20.707162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:20.707195] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:20.707222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:20.707280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:20.765962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:20.766787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:20.766872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:20.766906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:20.890459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:20.890626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:20.890668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:20.890697] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:20.894389] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-29T20:34:20.894791] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-29T20:34:20.894973] [INFO ] [sig       ] VGSH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:21.039485] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VGSH.txt
[2025-12-29T20:34:21.039693] [INFO ] [sig       ] [3338/3546] Completed VGSH in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:21.039740] [INFO ] [sig       ] [3339/3546] Forecasting VICI...
[2025-12-29T20:34:21.039775] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-29T20:34:21.039807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-29T20:34:21.051137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-29T20:34:21.051495] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-29T20:34:21.052358] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-29T20:34:21.052414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:21.052446] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:21.052475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:21.052547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:21.112948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:21.113828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:21.113929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:21.113966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:21.241219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:21.241400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:21.241443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:21.241472] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:21.245066] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2025-12-29T20:34:21.245385] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-29T20:34:21.245529] [INFO ] [sig       ] VICI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:21.396674] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VICI.txt
[2025-12-29T20:34:21.396849] [INFO ] [sig       ] [3339/3546] Completed VICI in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:21.396891] [INFO ] [sig       ] [3340/3546] Forecasting VIGI...
[2025-12-29T20:34:21.396920] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-29T20:34:21.396948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-29T20:34:21.409069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-29T20:34:21.409467] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-29T20:34:21.410313] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-29T20:34:21.410368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:21.410402] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:21.410429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:21.410499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:21.469740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:21.470638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:21.470725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:21.470758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:21.588202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:21.588351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:21.588389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:21.588418] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:21.592113] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-29T20:34:21.592382] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-29T20:34:21.592506] [INFO ] [sig       ] VIGI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:21.732991] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VIGI.txt
[2025-12-29T20:34:21.733109] [INFO ] [sig       ] [3340/3546] Completed VIGI in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:21.733147] [INFO ] [sig       ] [3341/3546] Forecasting VINP...
[2025-12-29T20:34:21.733176] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-29T20:34:21.733225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-29T20:34:21.744128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-29T20:34:21.744412] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-29T20:34:21.745268] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-29T20:34:21.745322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:21.745391] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:21.745421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:21.745481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:21.805421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:21.806072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:21.806152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:21.806186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:21.927550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:21.927759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:21.927803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:21.927831] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:21.931295] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-29T20:34:21.931597] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-29T20:34:21.931724] [INFO ] [sig       ] VINP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:22.072701] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VINP.txt
[2025-12-29T20:34:22.072858] [INFO ] [sig       ] [3341/3546] Completed VINP in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:22.072900] [INFO ] [sig       ] [3342/3546] Forecasting VIPS...
[2025-12-29T20:34:22.072930] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-29T20:34:22.072959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-29T20:34:22.084879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-29T20:34:22.085263] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-29T20:34:22.086193] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-29T20:34:22.086248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:22.086280] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:22.086308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:22.086367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:22.144377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:22.145257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:22.145340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:22.145374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:22.267153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:22.267300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:22.267339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:22.267367] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:22.270721] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-12-29T20:34:22.270986] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-29T20:34:22.271111] [INFO ] [sig       ] VIPS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:22.410520] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VIPS.txt
[2025-12-29T20:34:22.410661] [INFO ] [sig       ] [3342/3546] Completed VIPS in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:22.410702] [INFO ] [sig       ] [3343/3546] Forecasting VIRC...
[2025-12-29T20:34:22.410731] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-29T20:34:22.410766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-29T20:34:22.421920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-29T20:34:22.422204] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-29T20:34:22.422997] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-29T20:34:22.423049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:22.423081] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:22.423107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:22.423163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:22.479938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:22.480540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:22.480633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:22.480666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:22.604027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:22.604177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:22.604216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:22.604245] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:22.607615] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2025-12-29T20:34:22.607885] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-29T20:34:22.608005] [INFO ] [sig       ] VIRC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:22.747093] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VIRC.txt
[2025-12-29T20:34:22.747217] [INFO ] [sig       ] [3343/3546] Completed VIRC in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:22.747255] [INFO ] [sig       ] [3344/3546] Forecasting VITL...
[2025-12-29T20:34:22.747285] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-29T20:34:22.747314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-29T20:34:22.759077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-29T20:34:22.759386] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-29T20:34:22.760235] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-29T20:34:22.760289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:22.760322] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:22.760349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:22.760408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:22.818942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:22.819598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:22.819679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:22.819712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:22.940467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:22.940644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:22.940687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:22.940769] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:22.944288] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-29T20:34:22.944565] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-29T20:34:22.944718] [INFO ] [sig       ] VITL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:23.083906] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VITL.txt
[2025-12-29T20:34:23.084035] [INFO ] [sig       ] [3344/3546] Completed VITL in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:23.084074] [INFO ] [sig       ] [3345/3546] Forecasting VKQ...
[2025-12-29T20:34:23.084103] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-29T20:34:23.084132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-29T20:34:23.094926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-29T20:34:23.095244] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-29T20:34:23.096049] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-29T20:34:23.096103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:23.096134] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:23.096160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:23.096217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:23.156760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:23.157675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:23.157755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:23.157786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:23.277887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:23.278042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:23.278081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:23.278111] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:23.281675] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=71.82%)
[2025-12-29T20:34:23.281960] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-29T20:34:23.282097] [INFO ] [sig       ] VKQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:23.420398] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VKQ.txt
[2025-12-29T20:34:23.420525] [INFO ] [sig       ] [3345/3546] Completed VKQ in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:23.420565] [INFO ] [sig       ] [3346/3546] Forecasting VKTX...
[2025-12-29T20:34:23.420613] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-29T20:34:23.420642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-29T20:34:23.431911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-29T20:34:23.432204] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-29T20:34:23.433005] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-29T20:34:23.433057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:23.433087] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:23.433113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:23.433171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:23.490905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:23.491540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:23.491637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:23.491671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:23.609138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:23.609267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:23.609308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:23.609336] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:23.612645] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-29T20:34:23.612914] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-29T20:34:23.613068] [INFO ] [sig       ] VKTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:23.753169] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VKTX.txt
[2025-12-29T20:34:23.753326] [INFO ] [sig       ] [3346/3546] Completed VKTX in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-29T20:34:23.753366] [INFO ] [sig       ] [3347/3546] Forecasting VLGEA...
[2025-12-29T20:34:23.753396] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-29T20:34:23.753426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-29T20:34:23.764640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-29T20:34:23.765043] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-29T20:34:23.765966] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-29T20:34:23.766021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:23.766053] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:23.766080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:23.766139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:23.827248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:23.828212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:23.828301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:23.828336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:23.956012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:23.956167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:23.956206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:23.956234] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:23.959602] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-12-29T20:34:23.959871] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-29T20:34:23.959994] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:24.100780] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VLGEA.txt
[2025-12-29T20:34:24.100940] [INFO ] [sig       ] [3347/3546] Completed VLGEA in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-29T20:34:24.100981] [INFO ] [sig       ] [3348/3546] Forecasting VLN...
[2025-12-29T20:34:24.101010] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-29T20:34:24.101039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-29T20:34:24.111708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-29T20:34:24.112074] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-29T20:34:24.112893] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-29T20:34:24.112947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:24.112978] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:24.113004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:24.113061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:24.170735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:24.171607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:24.171693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:24.171727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:24.290782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:24.290944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:24.290984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:24.291012] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:24.294557] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-29T20:34:24.294932] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-29T20:34:24.295076] [INFO ] [sig       ] VLN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:24.436950] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VLN.txt
[2025-12-29T20:34:24.437103] [INFO ] [sig       ] [3348/3546] Completed VLN in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-29T20:34:24.437143] [INFO ] [sig       ] [3349/3546] Forecasting VLO...
[2025-12-29T20:34:24.437172] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-29T20:34:24.437202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-29T20:34:24.448376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-29T20:34:24.448727] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-29T20:34:24.449531] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-29T20:34:24.449603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:24.449636] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:24.449663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:24.449720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:24.507790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:24.508653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:24.508738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:24.508792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:24.634416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:24.634601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:24.634649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:24.634678] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:24.638095] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=64.68%)
[2025-12-29T20:34:24.638370] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-29T20:34:24.638492] [INFO ] [sig       ] VLO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:24.778603] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VLO.txt
[2025-12-29T20:34:24.778789] [INFO ] [sig       ] [3349/3546] Completed VLO in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-29T20:34:24.778835] [INFO ] [sig       ] [3350/3546] Forecasting VLRS...
[2025-12-29T20:34:24.778864] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-29T20:34:24.778894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-29T20:34:24.790592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-29T20:34:24.790973] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-29T20:34:24.791802] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-29T20:34:24.791859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:24.791890] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:24.791916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:24.791974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:24.849052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:24.849947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:24.850029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:24.850062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:24.971085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:24.971235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:24.971274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:24.971301] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:24.974663] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-29T20:34:24.974945] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-29T20:34:24.975075] [INFO ] [sig       ] VLRS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:25.116164] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VLRS.txt
[2025-12-29T20:34:25.116320] [INFO ] [sig       ] [3350/3546] Completed VLRS in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-29T20:34:25.116359] [INFO ] [sig       ] [3351/3546] Forecasting VLTO...
[2025-12-29T20:34:25.116389] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-29T20:34:25.116419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-29T20:34:25.127772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-29T20:34:25.128101] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-29T20:34:25.128935] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-29T20:34:25.128987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:25.129018] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:25.129045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:25.129102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:25.188057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:25.189053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:25.189194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:25.189229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:25.314206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:25.314365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:25.314403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:25.314433] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:25.317773] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-29T20:34:25.318045] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-29T20:34:25.318169] [INFO ] [sig       ] VLTO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:25.459810] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VLTO.txt
[2025-12-29T20:34:25.459939] [INFO ] [sig       ] [3351/3546] Completed VLTO in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:25.459977] [INFO ] [sig       ] [3352/3546] Forecasting VLY...
[2025-12-29T20:34:25.460006] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-29T20:34:25.460036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-29T20:34:25.470449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-29T20:34:25.470743] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-29T20:34:25.471535] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-29T20:34:25.471618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:25.471653] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:25.471680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:25.471739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:25.529017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:25.529623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:25.529699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:25.529731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:25.653978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:25.654164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:25.654215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:25.654245] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:25.657904] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-29T20:34:25.658228] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-29T20:34:25.658364] [INFO ] [sig       ] VLY: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:25.800059] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VLY.txt
[2025-12-29T20:34:25.800214] [INFO ] [sig       ] [3352/3546] Completed VLY in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:25.800253] [INFO ] [sig       ] [3353/3546] Forecasting VMBS...
[2025-12-29T20:34:25.800284] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-29T20:34:25.800322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-29T20:34:25.811655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-29T20:34:25.812013] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-29T20:34:25.812826] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-29T20:34:25.812879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:25.812910] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:25.812936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:25.813003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:25.870561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:25.871398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:25.871496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:25.871530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:25.992704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:25.992854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:25.992895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:25.992923] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:25.996333] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-29T20:34:25.996614] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-29T20:34:25.996739] [INFO ] [sig       ] VMBS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:26.136499] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VMBS.txt
[2025-12-29T20:34:26.136628] [INFO ] [sig       ] [3353/3546] Completed VMBS in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:26.136668] [INFO ] [sig       ] [3354/3546] Forecasting VMD...
[2025-12-29T20:34:26.136696] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-29T20:34:26.136724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-29T20:34:26.147447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-29T20:34:26.147748] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-29T20:34:26.148512] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-29T20:34:26.148564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:26.148612] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:26.148640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:26.148697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:26.205103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:26.205722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:26.205798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:26.205830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:26.320094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:26.320242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:26.320281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:26.320311] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:26.323629] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-29T20:34:26.323900] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-29T20:34:26.324021] [INFO ] [sig       ] VMD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:26.467784] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VMD.txt
[2025-12-29T20:34:26.467977] [INFO ] [sig       ] [3354/3546] Completed VMD in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:26.468018] [INFO ] [sig       ] [3355/3546] Forecasting VMI...
[2025-12-29T20:34:26.468048] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-29T20:34:26.468078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-29T20:34:26.479634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-29T20:34:26.479967] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-29T20:34:26.480836] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-29T20:34:26.480894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:26.480931] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:26.480958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:26.481018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:26.538366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:26.539260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:26.539339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:26.539371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:26.660670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:26.660830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:26.660870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:26.660897] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:26.664939] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-29T20:34:26.665438] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-29T20:34:26.665594] [INFO ] [sig       ] VMI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:26.802042] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VMI.txt
[2025-12-29T20:34:26.802166] [INFO ] [sig       ] [3355/3546] Completed VMI in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:26.802212] [INFO ] [sig       ] [3356/3546] Forecasting VMO...
[2025-12-29T20:34:26.802243] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-29T20:34:26.802273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-29T20:34:26.812704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-29T20:34:26.812991] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-29T20:34:26.813784] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-29T20:34:26.813836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:26.813867] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:26.813893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:26.813951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:26.874785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:26.875530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:26.875627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:26.875662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:26.994413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:26.994549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:26.994607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:26.994636] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:26.997835] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-29T20:34:26.998106] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-29T20:34:26.998228] [INFO ] [sig       ] VMO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:27.146631] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VMO.txt
[2025-12-29T20:34:27.146751] [INFO ] [sig       ] [3356/3546] Completed VMO in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:27.146788] [INFO ] [sig       ] [3357/3546] Forecasting VNDA...
[2025-12-29T20:34:27.146817] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-29T20:34:27.146845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-29T20:34:27.157605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-29T20:34:27.157922] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-29T20:34:27.158757] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-29T20:34:27.158829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:27.158862] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:27.158888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:27.158946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:27.215615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:27.216191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:27.216268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:27.216299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:27.347516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:27.347679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:27.347719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:27.347747] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:27.351108] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-12-29T20:34:27.351380] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-29T20:34:27.351525] [INFO ] [sig       ] VNDA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:27.504162] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VNDA.txt
[2025-12-29T20:34:27.504292] [INFO ] [sig       ] [3357/3546] Completed VNDA in 0.4s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:27.504331] [INFO ] [sig       ] [3358/3546] Forecasting VNO...
[2025-12-29T20:34:27.504360] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-29T20:34:27.504389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-29T20:34:27.516180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-29T20:34:27.516473] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-29T20:34:27.517288] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-29T20:34:27.517341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:27.517398] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:27.517427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:27.517486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:27.574284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:27.575057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:27.575138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:27.575170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:27.693690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:27.693844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:27.693885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:27.693915] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:27.697248] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=81.78%)
[2025-12-29T20:34:27.697522] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-29T20:34:27.697661] [INFO ] [sig       ] VNO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:27.840931] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VNO.txt
[2025-12-29T20:34:27.841063] [INFO ] [sig       ] [3358/3546] Completed VNO in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:27.841104] [INFO ] [sig       ] [3359/3546] Forecasting VNOM...
[2025-12-29T20:34:27.841133] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-29T20:34:27.841163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-29T20:34:27.853172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-29T20:34:27.853499] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-29T20:34:27.854294] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-29T20:34:27.854346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:27.854378] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:27.854404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:27.854461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:27.911388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:27.912047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:27.912140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:27.912173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:28.031003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:28.031144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:28.031216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:28.031247] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:28.034541] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=59.99%)
[2025-12-29T20:34:28.034828] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-29T20:34:28.034964] [INFO ] [sig       ] VNOM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:28.173650] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VNOM.txt
[2025-12-29T20:34:28.173771] [INFO ] [sig       ] [3359/3546] Completed VNOM in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:28.173809] [INFO ] [sig       ] [3360/3546] Forecasting VNQI...
[2025-12-29T20:34:28.173838] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-29T20:34:28.173867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-29T20:34:28.185060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-29T20:34:28.185372] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-29T20:34:28.186176] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-29T20:34:28.186229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:28.186261] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:28.186287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:28.186344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:28.242835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:28.243458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:28.243536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:28.243568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:28.361866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:28.362018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:28.362056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:28.362084] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:28.365411] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=67.15%)
[2025-12-29T20:34:28.365716] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-29T20:34:28.365839] [INFO ] [sig       ] VNQI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:28.504847] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VNQI.txt
[2025-12-29T20:34:28.505003] [INFO ] [sig       ] [3360/3546] Completed VNQI in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:28.505043] [INFO ] [sig       ] [3361/3546] Forecasting VOC...
[2025-12-29T20:34:28.505074] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-29T20:34:28.505106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-29T20:34:28.519408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-29T20:34:28.519752] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-29T20:34:28.520544] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-29T20:34:28.520611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:28.520644] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:28.520670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:28.520727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:28.578198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:28.579142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:28.579441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:28.579474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:28.698223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:28.698404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:28.698444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:28.698514] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:28.702015] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-29T20:34:28.702311] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-29T20:34:28.702446] [INFO ] [sig       ] VOC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:28.868478] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VOC.txt
[2025-12-29T20:34:28.868732] [INFO ] [sig       ] [3361/3546] Completed VOC in 0.4s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:28.868876] [INFO ] [sig       ] [3362/3546] Forecasting VOD...
[2025-12-29T20:34:28.868926] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-29T20:34:28.868961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-29T20:34:28.881683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-29T20:34:28.882072] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-29T20:34:28.882946] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-29T20:34:28.883002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:28.883035] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:28.883062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:28.883121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:28.942480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:28.943392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:28.943496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:28.943553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:29.107828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:29.108016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:29.108073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:29.108119] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:29.113615] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-29T20:34:29.114144] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-29T20:34:29.114363] [INFO ] [sig       ] VOD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:29.320147] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VOD.txt
[2025-12-29T20:34:29.320398] [INFO ] [sig       ] [3362/3546] Completed VOD in 0.5s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:29.320467] [INFO ] [sig       ] [3363/3546] Forecasting VONE...
[2025-12-29T20:34:29.320521] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-29T20:34:29.320593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-29T20:34:29.337114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-29T20:34:29.337668] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-29T20:34:29.338984] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-29T20:34:29.339061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:29.339146] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:29.339193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:29.339284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:29.410716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:29.411829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:29.411941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:29.411979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:29.557948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:29.558141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:29.558196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:29.558228] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:29.562226] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-12-29T20:34:29.562624] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-29T20:34:29.562786] [INFO ] [sig       ] VONE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:29.739727] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VONE.txt
[2025-12-29T20:34:29.739902] [INFO ] [sig       ] [3363/3546] Completed VONE in 0.4s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:29.739943] [INFO ] [sig       ] [3364/3546] Forecasting VONG...
[2025-12-29T20:34:29.739974] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-29T20:34:29.740005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-29T20:34:29.756181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-29T20:34:29.756713] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-29T20:34:29.757974] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-29T20:34:29.758045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:29.758098] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:29.758146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:29.758241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:29.837104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:29.838059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:29.838151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:29.838184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:29.964094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:29.964254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:29.964306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:29.964345] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:29.967884] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=28.49%)
[2025-12-29T20:34:29.968169] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-29T20:34:29.968300] [INFO ] [sig       ] VONG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:30.118197] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VONG.txt
[2025-12-29T20:34:30.118380] [INFO ] [sig       ] [3364/3546] Completed VONG in 0.4s | 2.89 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-29T20:34:30.118423] [INFO ] [sig       ] [3365/3546] Forecasting VOTE...
[2025-12-29T20:34:30.118453] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-29T20:34:30.118485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-29T20:34:30.131644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-29T20:34:30.132068] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-29T20:34:30.132999] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-29T20:34:30.133054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:30.133087] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:30.133122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:30.133205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:30.194593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:30.195444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:30.195531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:30.195564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:30.315239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:30.315390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:30.315431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:30.315460] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:30.318918] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-12-29T20:34:30.319218] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-29T20:34:30.319343] [INFO ] [sig       ] VOTE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:30.460751] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VOTE.txt
[2025-12-29T20:34:30.460892] [INFO ] [sig       ] [3365/3546] Completed VOTE in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-29T20:34:30.460932] [INFO ] [sig       ] [3366/3546] Forecasting VPG...
[2025-12-29T20:34:30.460962] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-29T20:34:30.460992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-29T20:34:30.472256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-29T20:34:30.472607] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-29T20:34:30.473435] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-29T20:34:30.473489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:30.473521] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:30.473549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:30.473626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:30.533495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:30.534337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:30.534437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:30.534484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:30.653976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:30.654143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:30.654184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:30.654212] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:30.657709] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=62.74%)
[2025-12-29T20:34:30.658000] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-29T20:34:30.658132] [INFO ] [sig       ] VPG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:30.800325] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VPG.txt
[2025-12-29T20:34:30.800484] [INFO ] [sig       ] [3366/3546] Completed VPG in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-29T20:34:30.800522] [INFO ] [sig       ] [3367/3546] Forecasting VPLS...
[2025-12-29T20:34:30.800559] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-29T20:34:30.800613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-29T20:34:30.812400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-29T20:34:30.812793] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-29T20:34:30.813726] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-29T20:34:30.813783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:30.813815] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:30.813843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:30.813901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:30.872523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:30.873420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:30.873501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:30.873536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:30.991014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:30.991168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:30.991208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:30.991238] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:30.994741] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-29T20:34:30.995028] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-29T20:34:30.995157] [INFO ] [sig       ] VPLS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:31.140024] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VPLS.txt
[2025-12-29T20:34:31.140163] [INFO ] [sig       ] [3367/3546] Completed VPLS in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-29T20:34:31.140200] [INFO ] [sig       ] [3368/3546] Forecasting VRA...
[2025-12-29T20:34:31.140230] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-29T20:34:31.140258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-29T20:34:31.150600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-29T20:34:31.150887] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-29T20:34:31.151677] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-29T20:34:31.151728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:31.151759] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:31.151787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:31.151845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:31.209378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:31.210356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:31.210472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:31.210505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:31.329128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:31.329285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:31.329326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:31.329355] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:31.332791] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-12-29T20:34:31.333091] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-29T20:34:31.333227] [INFO ] [sig       ] VRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:31.472878] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VRA.txt
[2025-12-29T20:34:31.473087] [INFO ] [sig       ] [3368/3546] Completed VRA in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-29T20:34:31.473142] [INFO ] [sig       ] [3369/3546] Forecasting VRCA...
[2025-12-29T20:34:31.473182] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-29T20:34:31.473220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-29T20:34:31.484722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-29T20:34:31.485108] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-29T20:34:31.485995] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-29T20:34:31.486050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:31.486082] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:31.486107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:31.486169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:31.545413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:31.546327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:31.546411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:31.546443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:31.670479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:31.670651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:31.670695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:31.670724] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:31.674445] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-29T20:34:31.674754] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-29T20:34:31.674888] [INFO ] [sig       ] VRCA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:31.813809] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VRCA.txt
[2025-12-29T20:34:31.813942] [INFO ] [sig       ] [3369/3546] Completed VRCA in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-29T20:34:31.813980] [INFO ] [sig       ] [3370/3546] Forecasting VRDN...
[2025-12-29T20:34:31.814009] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-29T20:34:31.814038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-29T20:34:31.824691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-29T20:34:31.824992] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-29T20:34:31.825797] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-29T20:34:31.825849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:31.825881] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:31.825907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:31.825964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:31.882720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:31.883337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:31.883417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:31.883451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:32.008246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:32.008404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:32.008445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:32.008493] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:32.011954] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-29T20:34:32.012240] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-29T20:34:32.012378] [INFO ] [sig       ] VRDN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:32.157849] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VRDN.txt
[2025-12-29T20:34:32.158012] [INFO ] [sig       ] [3370/3546] Completed VRDN in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-29T20:34:32.158053] [INFO ] [sig       ] [3371/3546] Forecasting VRE...
[2025-12-29T20:34:32.158083] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-29T20:34:32.158111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-29T20:34:32.168869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-29T20:34:32.169211] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-29T20:34:32.170015] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-29T20:34:32.170079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:32.170118] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:32.170144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:32.170202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:32.230467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:32.231338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:32.231426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:32.231458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:32.350302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:32.350456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:32.350495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:32.350524] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:32.353885] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-29T20:34:32.354162] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-29T20:34:32.354286] [INFO ] [sig       ] VRE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:32.495488] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VRE.txt
[2025-12-29T20:34:32.495682] [INFO ] [sig       ] [3371/3546] Completed VRE in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-29T20:34:32.495725] [INFO ] [sig       ] [3372/3546] Forecasting VREX...
[2025-12-29T20:34:32.495754] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-29T20:34:32.495783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-29T20:34:32.506420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-29T20:34:32.506786] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-29T20:34:32.507676] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-29T20:34:32.507729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:32.507761] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:32.507787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:32.507845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:32.565203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:32.566069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:32.566153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:32.566203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:32.682988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:32.683146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:32.683187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:32.683217] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:32.686685] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-29T20:34:32.686977] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-29T20:34:32.687105] [INFO ] [sig       ] VREX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:32.828238] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VREX.txt
[2025-12-29T20:34:32.828373] [INFO ] [sig       ] [3372/3546] Completed VREX in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-29T20:34:32.828411] [INFO ] [sig       ] [3373/3546] Forecasting VRIG...
[2025-12-29T20:34:32.828442] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-29T20:34:32.828471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-29T20:34:32.838826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-29T20:34:32.839110] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-29T20:34:32.839892] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-29T20:34:32.839944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:32.839981] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:32.840013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:32.840084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:32.898634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:32.899380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:32.899463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:32.899496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:32.999219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:32.999388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:32.999433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:32.999465] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:33.003075] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-29T20:34:33.003366] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-29T20:34:33.003503] [INFO ] [sig       ] VRIG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:33.144680] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VRIG.txt
[2025-12-29T20:34:33.144811] [INFO ] [sig       ] [3373/3546] Completed VRIG in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 60.0s
[2025-12-29T20:34:33.144850] [INFO ] [sig       ] [3374/3546] Forecasting VRNS...
[2025-12-29T20:34:33.144878] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-29T20:34:33.144907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-29T20:34:33.155278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-29T20:34:33.155590] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-29T20:34:33.156372] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-29T20:34:33.156424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:33.156456] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:33.156482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:33.156551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:33.215096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:33.215928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:33.216013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:33.216048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:33.340177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:33.340336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:33.340377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:33.340408] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:33.343894] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-29T20:34:33.344226] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-29T20:34:33.344366] [INFO ] [sig       ] VRNS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:33.488749] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VRNS.txt
[2025-12-29T20:34:33.488947] [INFO ] [sig       ] [3374/3546] Completed VRNS in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 59.6s
[2025-12-29T20:34:33.488988] [INFO ] [sig       ] [3375/3546] Forecasting VRRM...
[2025-12-29T20:34:33.489018] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-29T20:34:33.489047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-29T20:34:33.500027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-29T20:34:33.500390] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-29T20:34:33.501200] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-29T20:34:33.501252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:33.501310] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:33.501339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:33.501398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:33.560427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:33.561321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:33.561405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:33.561439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:33.682324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:33.682481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:33.682518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:33.682547] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:33.685892] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-29T20:34:33.686161] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-29T20:34:33.686283] [INFO ] [sig       ] VRRM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:33.829627] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VRRM.txt
[2025-12-29T20:34:33.829763] [INFO ] [sig       ] [3375/3546] Completed VRRM in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 59.3s
[2025-12-29T20:34:33.829805] [INFO ] [sig       ] [3376/3546] Forecasting VRSK...
[2025-12-29T20:34:33.829835] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-29T20:34:33.829866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-29T20:34:33.840148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-29T20:34:33.840450] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-29T20:34:33.841257] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-29T20:34:33.841310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:33.841341] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:33.841367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:33.841425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:33.898816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:33.899485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:33.899562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:33.899613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:34.021493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:34.021667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:34.021708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:34.021736] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:34.025040] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-29T20:34:34.025313] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-29T20:34:34.025435] [INFO ] [sig       ] VRSK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:34.164973] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VRSK.txt
[2025-12-29T20:34:34.165136] [INFO ] [sig       ] [3376/3546] Completed VRSK in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 58.9s
[2025-12-29T20:34:34.165176] [INFO ] [sig       ] [3377/3546] Forecasting VRSN...
[2025-12-29T20:34:34.165204] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-29T20:34:34.165233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-29T20:34:34.176130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-29T20:34:34.176524] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-29T20:34:34.177390] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-29T20:34:34.177444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:34.177476] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:34.177503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:34.177560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:34.241610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:34.242731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:34.242822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:34.242855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:34.375371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:34.375533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:34.375593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:34.375640] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:34.379617] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-29T20:34:34.379914] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-29T20:34:34.380050] [INFO ] [sig       ] VRSN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:34.535382] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VRSN.txt
[2025-12-29T20:34:34.535550] [INFO ] [sig       ] [3377/3546] Completed VRSN in 0.4s | 2.89 sym/s | Total: 19.5m | ETA: 58.6s
[2025-12-29T20:34:34.535608] [INFO ] [sig       ] [3378/3546] Forecasting VRTS...
[2025-12-29T20:34:34.535641] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-29T20:34:34.535679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-29T20:34:34.546868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-29T20:34:34.547268] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-29T20:34:34.548420] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-29T20:34:34.548475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:34.548509] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:34.548536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:34.548630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:34.607740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:34.608661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:34.608749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:34.608819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:34.731358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:34.731510] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:34:34.731550] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:34.731631] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:34.734995] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-29T20:34:34.735266] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-29T20:34:34.735390] [INFO ] [sig       ] VRTS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:34.875081] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VRTS.txt
[2025-12-29T20:34:34.875227] [INFO ] [sig       ] [3378/3546] Completed VRTS in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 58.2s
[2025-12-29T20:34:34.875269] [INFO ] [sig       ] [3379/3546] Forecasting VRTX...
[2025-12-29T20:34:34.875298] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-29T20:34:34.875328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-29T20:34:34.885679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-29T20:34:34.885981] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-29T20:34:34.886781] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-29T20:34:34.886833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:34.886865] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:34.886891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:34.886949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:34.943053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:34.943746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:34.943824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:34.943856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:35.062381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:35.062531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:35.062585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:35.062617] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:35.065922] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-29T20:34:35.066194] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-29T20:34:35.066320] [INFO ] [sig       ] VRTX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:35.206907] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VRTX.txt
[2025-12-29T20:34:35.207058] [INFO ] [sig       ] [3379/3546] Completed VRTX in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 57.9s
[2025-12-29T20:34:35.207098] [INFO ] [sig       ] [3380/3546] Forecasting VS...
[2025-12-29T20:34:35.207129] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-29T20:34:35.207161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-29T20:34:35.217468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-29T20:34:35.217777] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-29T20:34:35.218541] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-29T20:34:35.218610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:35.218643] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:35.218669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:35.218727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:35.275067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:35.275732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:35.275810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:35.275841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:35.386227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:35.386372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:35.386409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:35.386438] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:35.389795] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=66.25%)
[2025-12-29T20:34:35.390085] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-29T20:34:35.390233] [INFO ] [sig       ] VS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:35.528031] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VS.txt
[2025-12-29T20:34:35.528172] [INFO ] [sig       ] [3380/3546] Completed VS in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 57.5s
[2025-12-29T20:34:35.528211] [INFO ] [sig       ] [3381/3546] Forecasting VSCO...
[2025-12-29T20:34:35.528239] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-29T20:34:35.528268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-29T20:34:35.538914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-29T20:34:35.539217] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-29T20:34:35.540034] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-29T20:34:35.540098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:35.540136] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:35.540168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:35.540237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:35.596410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:35.597153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:35.597235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:35.597266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:35.715939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:35.716096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:35.716135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:35.716163] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:35.719522] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=78.83%)
[2025-12-29T20:34:35.719830] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-29T20:34:35.719956] [INFO ] [sig       ] VSCO: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:35.858830] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VSCO.txt
[2025-12-29T20:34:35.858993] [INFO ] [sig       ] [3381/3546] Completed VSCO in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 57.2s
[2025-12-29T20:34:35.859034] [INFO ] [sig       ] [3382/3546] Forecasting VSDA...
[2025-12-29T20:34:35.859065] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-29T20:34:35.859096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-29T20:34:35.869827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-29T20:34:35.870166] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-29T20:34:35.871008] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-29T20:34:35.871061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:35.871093] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:35.871121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:35.871180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:35.936968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:35.937898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:35.937983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:35.938017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:36.043831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:36.043983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:36.044021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:36.044049] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:36.047378] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-29T20:34:36.047662] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-29T20:34:36.047786] [INFO ] [sig       ] VSDA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:36.186022] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VSDA.txt
[2025-12-29T20:34:36.186155] [INFO ] [sig       ] [3382/3546] Completed VSDA in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 56.8s
[2025-12-29T20:34:36.186194] [INFO ] [sig       ] [3383/3546] Forecasting VSEC...
[2025-12-29T20:34:36.186223] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-29T20:34:36.186251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-29T20:34:36.196642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-29T20:34:36.197001] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-29T20:34:36.197859] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-29T20:34:36.197914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:36.197947] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:36.197974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:36.198033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:36.257507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:36.258261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:36.258345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:36.258377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:36.378330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:36.378491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:36.378532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:36.378562] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:36.382089] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-29T20:34:36.382365] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-29T20:34:36.382494] [INFO ] [sig       ] VSEC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:36.524076] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VSEC.txt
[2025-12-29T20:34:36.524226] [INFO ] [sig       ] [3383/3546] Completed VSEC in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 56.5s
[2025-12-29T20:34:36.524265] [INFO ] [sig       ] [3384/3546] Forecasting VSH...
[2025-12-29T20:34:36.524295] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-29T20:34:36.524324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-29T20:34:36.534850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-29T20:34:36.535208] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-29T20:34:36.536107] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-29T20:34:36.536163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:36.536196] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:36.536223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:36.536282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:36.595516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:36.596236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:36.596319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:36.596353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:36.720926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:36.721077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:36.721117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:36.721147] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:36.724602] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-29T20:34:36.724876] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-29T20:34:36.725005] [INFO ] [sig       ] VSH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:36.868649] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VSH.txt
[2025-12-29T20:34:36.868834] [INFO ] [sig       ] [3384/3546] Completed VSH in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 56.1s
[2025-12-29T20:34:36.868885] [INFO ] [sig       ] [3385/3546] Forecasting VSTM...
[2025-12-29T20:34:36.868914] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-29T20:34:36.868944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-29T20:34:36.879139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-29T20:34:36.879447] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-29T20:34:36.880306] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-29T20:34:36.880360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:36.880391] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:36.880421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:36.880479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:36.938137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:36.938837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:36.938945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:36.938979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:37.058273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:37.058425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:37.058465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:37.058495] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:37.061921] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-12-29T20:34:37.062203] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-29T20:34:37.062328] [INFO ] [sig       ] VSTM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:37.206164] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VSTM.txt
[2025-12-29T20:34:37.206315] [INFO ] [sig       ] [3385/3546] Completed VSTM in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 55.8s
[2025-12-29T20:34:37.206366] [INFO ] [sig       ] [3386/3546] Forecasting VSTS...
[2025-12-29T20:34:37.206408] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-29T20:34:37.206441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-29T20:34:37.216844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-29T20:34:37.217174] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-29T20:34:37.218044] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-29T20:34:37.218099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:37.218132] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:37.218160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:37.218221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:37.277049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:37.277935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:37.278019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:37.278053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:37.406143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:37.406306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:37.406346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:37.406377] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:37.410595] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-12-29T20:34:37.411036] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-29T20:34:37.411236] [INFO ] [sig       ] VSTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:37.560040] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VSTS.txt
[2025-12-29T20:34:37.560190] [INFO ] [sig       ] [3386/3546] Completed VSTS in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 55.4s
[2025-12-29T20:34:37.560231] [INFO ] [sig       ] [3387/3546] Forecasting VTC...
[2025-12-29T20:34:37.560259] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-29T20:34:37.560289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-29T20:34:37.570505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-29T20:34:37.570886] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-29T20:34:37.571724] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-29T20:34:37.571789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:37.571823] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:37.571851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:37.571910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:37.628957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:37.629777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:37.629861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:37.629894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:37.750325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:37.750480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:37.750520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:37.750549] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:37.754035] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-12-29T20:34:37.754328] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-29T20:34:37.754460] [INFO ] [sig       ] VTC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:37.894805] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VTC.txt
[2025-12-29T20:34:37.894963] [INFO ] [sig       ] [3387/3546] Completed VTC in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 55.1s
[2025-12-29T20:34:37.895004] [INFO ] [sig       ] [3388/3546] Forecasting VTEX...
[2025-12-29T20:34:37.895034] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-29T20:34:37.895062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-29T20:34:37.906423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-29T20:34:37.906812] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-29T20:34:37.907645] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-29T20:34:37.907699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:37.907733] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:37.907760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:37.907819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:37.967311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:37.968200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:37.968284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:37.968317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:38.084423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:38.084598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:38.084640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:38.084669] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:38.088341] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-12-29T20:34:38.088784] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-29T20:34:38.088940] [INFO ] [sig       ] VTEX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:38.239884] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VTEX.txt
[2025-12-29T20:34:38.240083] [INFO ] [sig       ] [3388/3546] Completed VTEX in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 54.7s
[2025-12-29T20:34:38.240130] [INFO ] [sig       ] [3389/3546] Forecasting VTIP...
[2025-12-29T20:34:38.240159] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-29T20:34:38.240187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-29T20:34:38.251650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-29T20:34:38.252078] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-29T20:34:38.253102] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-29T20:34:38.253163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:38.253196] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:38.253222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:38.253281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:38.313838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:38.314698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:38.314787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:38.314820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:38.432954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:38.433109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:38.433153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:38.433182] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:38.436518] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-29T20:34:38.436827] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-29T20:34:38.436960] [INFO ] [sig       ] VTIP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:38.585109] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VTIP.txt
[2025-12-29T20:34:38.585264] [INFO ] [sig       ] [3389/3546] Completed VTIP in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 54.4s
[2025-12-29T20:34:38.585303] [INFO ] [sig       ] [3390/3546] Forecasting VTMX...
[2025-12-29T20:34:38.585334] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-29T20:34:38.585363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-29T20:34:38.595966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-29T20:34:38.596321] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-29T20:34:38.597193] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-29T20:34:38.597248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:38.597281] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:38.597309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:38.597369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:38.656380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:38.657251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:38.657351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:38.657384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:38.788791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:38.788962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:38.789005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:38.789033] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:38.792797] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-12-29T20:34:38.793100] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-29T20:34:38.793268] [INFO ] [sig       ] VTMX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:38.947022] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VTMX.txt
[2025-12-29T20:34:38.947222] [INFO ] [sig       ] [3390/3546] Completed VTMX in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 54.1s
[2025-12-29T20:34:38.947332] [INFO ] [sig       ] [3391/3546] Forecasting VTN...
[2025-12-29T20:34:38.947387] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-29T20:34:38.947435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-29T20:34:38.957998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-29T20:34:38.958295] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-29T20:34:38.959186] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-29T20:34:38.959241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:38.959275] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:38.959302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:38.959361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:39.017169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:39.018058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:39.018142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:39.018175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:39.133298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:39.133450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:39.133489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:39.133517] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:39.136860] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-29T20:34:39.137138] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-29T20:34:39.137265] [INFO ] [sig       ] VTN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:39.282711] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VTN.txt
[2025-12-29T20:34:39.282851] [INFO ] [sig       ] [3391/3546] Completed VTN in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 53.7s
[2025-12-29T20:34:39.282892] [INFO ] [sig       ] [3392/3546] Forecasting VTOL...
[2025-12-29T20:34:39.282921] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-29T20:34:39.282950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-29T20:34:39.294009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-29T20:34:39.294386] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-29T20:34:39.295246] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-29T20:34:39.295301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:39.295364] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:39.295394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:39.295453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:39.355896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:39.356791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:39.356877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:39.356911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:39.479378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:39.479538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:39.479595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:39.479627] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:39.483000] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=21.51%)
[2025-12-29T20:34:39.483296] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-29T20:34:39.483418] [INFO ] [sig       ] VTOL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:39.622119] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VTOL.txt
[2025-12-29T20:34:39.622245] [INFO ] [sig       ] [3392/3546] Completed VTOL in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 53.4s
[2025-12-29T20:34:39.622284] [INFO ] [sig       ] [3393/3546] Forecasting VTRS...
[2025-12-29T20:34:39.622314] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-29T20:34:39.622344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-29T20:34:39.632837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-29T20:34:39.633106] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-29T20:34:39.633894] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-29T20:34:39.633946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:39.633979] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:39.634005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:39.634062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:39.690472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:39.691109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:39.691189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:39.691221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:39.828724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:39.828922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:39.828970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:39.829009] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:39.832913] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-29T20:34:39.833214] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-29T20:34:39.833368] [INFO ] [sig       ] VTRS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:39.992087] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VTRS.txt
[2025-12-29T20:34:39.992277] [INFO ] [sig       ] [3393/3546] Completed VTRS in 0.4s | 2.89 sym/s | Total: 19.6m | ETA: 53.0s
[2025-12-29T20:34:39.992331] [INFO ] [sig       ] [3394/3546] Forecasting VTS...
[2025-12-29T20:34:39.992371] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-29T20:34:39.992411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-29T20:34:40.005116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-29T20:34:40.005531] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-29T20:34:40.006639] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-29T20:34:40.006695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:40.006727] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:40.006753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:40.006810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:40.067609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:40.068507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:40.068608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:40.068644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:40.190043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:40.190198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:40.190257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:40.190288] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:40.193811] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-29T20:34:40.194099] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-29T20:34:40.194234] [INFO ] [sig       ] VTS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:40.334775] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VTS.txt
[2025-12-29T20:34:40.334915] [INFO ] [sig       ] [3394/3546] Completed VTS in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 52.7s
[2025-12-29T20:34:40.334954] [INFO ] [sig       ] [3395/3546] Forecasting VTSI...
[2025-12-29T20:34:40.334983] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-29T20:34:40.335014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-29T20:34:40.345300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-29T20:34:40.345596] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-29T20:34:40.346405] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-29T20:34:40.346460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:40.346490] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:40.346515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:40.346589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:40.403772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:40.404478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:40.404562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:40.404615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:40.529767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:40.529930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:40.529970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:40.530044] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:40.533628] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-29T20:34:40.533912] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-29T20:34:40.534048] [INFO ] [sig       ] VTSI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:40.676835] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VTSI.txt
[2025-12-29T20:34:40.676981] [INFO ] [sig       ] [3395/3546] Completed VTSI in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 52.3s
[2025-12-29T20:34:40.677022] [INFO ] [sig       ] [3396/3546] Forecasting VTWG...
[2025-12-29T20:34:40.677051] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-29T20:34:40.677081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-29T20:34:40.687701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-29T20:34:40.688050] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-29T20:34:40.688911] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-29T20:34:40.688966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:40.688998] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:40.689025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:40.689083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:40.747162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:40.748150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:40.748269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:40.748304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:40.870809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:40.870962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:40.871002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:40.871031] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:40.874416] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-29T20:34:40.874714] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-29T20:34:40.874845] [INFO ] [sig       ] VTWG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:41.019777] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VTWG.txt
[2025-12-29T20:34:41.019923] [INFO ] [sig       ] [3396/3546] Completed VTWG in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 52.0s
[2025-12-29T20:34:41.019964] [INFO ] [sig       ] [3397/3546] Forecasting VTWO...
[2025-12-29T20:34:41.019993] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-29T20:34:41.020022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-29T20:34:41.030458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-29T20:34:41.030802] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-29T20:34:41.031628] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-29T20:34:41.031682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:41.031714] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:41.031741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:41.031801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:41.091304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:41.092128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:41.092210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:41.092244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:41.212992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:41.213143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:41.213181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:41.213210] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:41.216509] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-29T20:34:41.216797] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-29T20:34:41.216920] [INFO ] [sig       ] VTWO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:41.357220] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VTWO.txt
[2025-12-29T20:34:41.357364] [INFO ] [sig       ] [3397/3546] Completed VTWO in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 51.6s
[2025-12-29T20:34:41.357404] [INFO ] [sig       ] [3398/3546] Forecasting VTYX...
[2025-12-29T20:34:41.357432] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-29T20:34:41.357462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-29T20:34:41.369272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-29T20:34:41.369681] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-29T20:34:41.370619] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-29T20:34:41.370674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:41.370722] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:41.370762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:41.370825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:41.427785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:41.428530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:41.428632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:41.428668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:41.555360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:41.555516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:41.555555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:41.555602] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:41.559059] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-29T20:34:41.559340] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-29T20:34:41.559471] [INFO ] [sig       ] VTYX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:41.701180] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VTYX.txt
[2025-12-29T20:34:41.701339] [INFO ] [sig       ] [3398/3546] Completed VTYX in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 51.3s
[2025-12-29T20:34:41.701379] [INFO ] [sig       ] [3399/3546] Forecasting VUZI...
[2025-12-29T20:34:41.701407] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-29T20:34:41.701437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-29T20:34:41.712337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-29T20:34:41.712697] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-29T20:34:41.713475] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-29T20:34:41.713527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:41.713558] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:41.713603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:41.713662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:41.771950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:41.772774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:41.772857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:41.772889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:41.894289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:41.894443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:41.894482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:41.894510] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:41.897918] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-29T20:34:41.898193] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-29T20:34:41.898318] [INFO ] [sig       ] VUZI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:42.042763] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VUZI.txt
[2025-12-29T20:34:42.042961] [INFO ] [sig       ] [3399/3546] Completed VUZI in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 50.9s
[2025-12-29T20:34:42.043008] [INFO ] [sig       ] [3400/3546] Forecasting VVOS...
[2025-12-29T20:34:42.043041] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-29T20:34:42.043070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-29T20:34:42.054978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-29T20:34:42.055407] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-29T20:34:42.056435] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-29T20:34:42.056490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:42.056524] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:42.056551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:42.056639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:42.113097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:42.114076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:42.114165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:42.114199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:42.228984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:42.229140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:42.229180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:42.229207] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:42.232596] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-29T20:34:42.232875] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-29T20:34:42.233001] [INFO ] [sig       ] VVOS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:42.371389] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VVOS.txt
[2025-12-29T20:34:42.371521] [INFO ] [sig       ] [3400/3546] Completed VVOS in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 50.6s
[2025-12-29T20:34:42.371560] [INFO ] [sig       ] [3401/3546] Forecasting VVX...
[2025-12-29T20:34:42.371609] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-29T20:34:42.371639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-29T20:34:42.382360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-29T20:34:42.382747] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-29T20:34:42.383622] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-29T20:34:42.383677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:42.383709] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:42.383735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:42.383794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:42.442139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:42.443034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:42.443117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:42.443149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:42.562093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:42.562227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:42.562267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:42.562296] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:42.565625] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=26.58%)
[2025-12-29T20:34:42.565899] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-29T20:34:42.566024] [INFO ] [sig       ] VVX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:42.703835] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VVX.txt
[2025-12-29T20:34:42.703963] [INFO ] [sig       ] [3401/3546] Completed VVX in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 50.2s
[2025-12-29T20:34:42.704021] [INFO ] [sig       ] [3402/3546] Forecasting VWOB...
[2025-12-29T20:34:42.704053] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-29T20:34:42.704081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-29T20:34:42.714202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-29T20:34:42.714535] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-29T20:34:42.715377] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-29T20:34:42.715431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:42.715463] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:42.715491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:42.715550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:42.771972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:42.772619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:42.772724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:42.772777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:42.899293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:42.899428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:42.899465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:42.899494] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:42.902808] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-12-29T20:34:42.903074] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-29T20:34:42.903196] [INFO ] [sig       ] VWOB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:43.042996] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VWOB.txt
[2025-12-29T20:34:43.043106] [INFO ] [sig       ] [3402/3546] Completed VWOB in 0.3s | 2.89 sym/s | Total: 19.6m | ETA: 49.9s
[2025-12-29T20:34:43.043157] [INFO ] [sig       ] [3403/3546] Forecasting VXUS...
[2025-12-29T20:34:43.043189] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-29T20:34:43.043218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-29T20:34:43.053255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-29T20:34:43.053541] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-29T20:34:43.054353] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-29T20:34:43.054406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:43.054438] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:43.054466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:43.054524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:43.112929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:43.113526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:43.113624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:43.113660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:43.234449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:43.234547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:43.234600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:43.234632] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:43.237806] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-12-29T20:34:43.238074] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-29T20:34:43.238214] [INFO ] [sig       ] VXUS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:43.378697] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VXUS.txt
[2025-12-29T20:34:43.378827] [INFO ] [sig       ] [3403/3546] Completed VXUS in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 49.5s
[2025-12-29T20:34:43.378869] [INFO ] [sig       ] [3404/3546] Forecasting VYMI...
[2025-12-29T20:34:43.378897] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-29T20:34:43.378925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-29T20:34:43.389189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-29T20:34:43.389488] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-29T20:34:43.390375] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-29T20:34:43.390429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:43.390461] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:43.390488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:43.390546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:43.449113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:43.449742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:43.449819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:43.449850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:43.565913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:43.566022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:43.566058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:43.566085] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:43.569286] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2025-12-29T20:34:43.569562] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-29T20:34:43.569705] [INFO ] [sig       ] VYMI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:43.708894] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VYMI.txt
[2025-12-29T20:34:43.709001] [INFO ] [sig       ] [3404/3546] Completed VYMI in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 49.2s
[2025-12-29T20:34:43.709038] [INFO ] [sig       ] [3405/3546] Forecasting VYX...
[2025-12-29T20:34:43.709066] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-29T20:34:43.709094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-29T20:34:43.719469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-29T20:34:43.719775] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-29T20:34:43.720609] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-29T20:34:43.720662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:43.720695] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:43.720722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:43.720780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:43.777879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:43.778466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:43.778542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:43.778590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:43.900014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:43.900123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:43.900161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:43.900206] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:43.903474] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-29T20:34:43.903763] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-29T20:34:43.903888] [INFO ] [sig       ] VYX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:44.097131] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/VYX.txt
[2025-12-29T20:34:44.097293] [INFO ] [sig       ] [3405/3546] Completed VYX in 0.4s | 2.89 sym/s | Total: 19.7m | ETA: 48.9s
[2025-12-29T20:34:44.097334] [INFO ] [sig       ] [3406/3546] Forecasting VZ...
[2025-12-29T20:34:44.097364] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-29T20:34:44.097393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-29T20:34:44.107363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-29T20:34:44.107648] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-29T20:34:44.108420] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-29T20:34:44.108472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:44.108503] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:44.108529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:44.108609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:44.166190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:44.166795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:44.166873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:44.166905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:44.287697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:44.287813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:44.287849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:44.287878] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:44.291057] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2025-12-29T20:34:44.291318] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-29T20:34:44.291444] [INFO ] [sig       ] VZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:44.433302] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/VZ.txt
[2025-12-29T20:34:44.433414] [INFO ] [sig       ] [3406/3546] Completed VZ in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 48.5s
[2025-12-29T20:34:44.433453] [INFO ] [sig       ] [3407/3546] Forecasting WAB...
[2025-12-29T20:34:44.433481] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-29T20:34:44.433511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-29T20:34:44.443684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-29T20:34:44.443953] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-29T20:34:44.444749] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-29T20:34:44.444801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:44.444832] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:44.444859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:44.444916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:44.501915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:44.502530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:44.502633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:44.502668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:44.621200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:44.621310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:44.621344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:44.621371] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:44.624530] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-12-29T20:34:44.624812] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-29T20:34:44.624933] [INFO ] [sig       ] WAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:44.765317] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WAB.txt
[2025-12-29T20:34:44.765424] [INFO ] [sig       ] [3407/3546] Completed WAB in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 48.2s
[2025-12-29T20:34:44.765463] [INFO ] [sig       ] [3408/3546] Forecasting WABC...
[2025-12-29T20:34:44.765491] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-29T20:34:44.765519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-29T20:34:44.775856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-29T20:34:44.776144] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-29T20:34:44.776961] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-29T20:34:44.777015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:44.777047] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:44.777073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:44.777130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:44.835421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:44.836045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:44.836121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:44.836153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:44.951101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:44.951205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:44.951240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:44.951268] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:44.954400] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=67.63%)
[2025-12-29T20:34:44.954684] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-29T20:34:44.954805] [INFO ] [sig       ] WABC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:45.102859] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WABC.txt
[2025-12-29T20:34:45.102979] [INFO ] [sig       ] [3408/3546] Completed WABC in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 47.8s
[2025-12-29T20:34:45.103017] [INFO ] [sig       ] [3409/3546] Forecasting WAFD...
[2025-12-29T20:34:45.103045] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-29T20:34:45.103074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-29T20:34:45.112725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-29T20:34:45.112993] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-29T20:34:45.113784] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-29T20:34:45.113835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:45.113900] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:45.113952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:45.114038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:45.171524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:45.172152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:45.172233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:45.172265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:45.287875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:45.287976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:45.288011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:45.288039] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:45.291154] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-29T20:34:45.291412] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-29T20:34:45.291534] [INFO ] [sig       ] WAFD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:45.430288] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WAFD.txt
[2025-12-29T20:34:45.430400] [INFO ] [sig       ] [3409/3546] Completed WAFD in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 47.5s
[2025-12-29T20:34:45.430437] [INFO ] [sig       ] [3410/3546] Forecasting WAFDP...
[2025-12-29T20:34:45.430467] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-29T20:34:45.430495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-29T20:34:45.440433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-29T20:34:45.440715] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-29T20:34:45.441619] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-29T20:34:45.441674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:45.441706] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:45.441732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:45.441790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:45.498559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:45.499177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:45.499253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:45.499284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:45.605706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:45.605800] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-29T20:34:45.605835] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:45.605863] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:45.608959] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-29T20:34:45.609218] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-29T20:34:45.609361] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:45.748147] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WAFDP.txt
[2025-12-29T20:34:45.748258] [INFO ] [sig       ] [3410/3546] Completed WAFDP in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 47.1s
[2025-12-29T20:34:45.748297] [INFO ] [sig       ] [3411/3546] Forecasting WAL...
[2025-12-29T20:34:45.748325] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-29T20:34:45.748353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-29T20:34:45.758302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-29T20:34:45.758598] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-29T20:34:45.759426] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-29T20:34:45.759483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:45.759515] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:45.759542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:45.759620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:45.815666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:45.816242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:45.816318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:45.816349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:45.933969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:45.934067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:45.934102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:45.934130] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:45.937270] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-29T20:34:45.937532] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-29T20:34:45.937671] [INFO ] [sig       ] WAL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:46.076758] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WAL.txt
[2025-12-29T20:34:46.076868] [INFO ] [sig       ] [3411/3546] Completed WAL in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 46.8s
[2025-12-29T20:34:46.076906] [INFO ] [sig       ] [3412/3546] Forecasting WALD...
[2025-12-29T20:34:46.076935] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-29T20:34:46.076963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-29T20:34:46.087031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-29T20:34:46.087313] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-29T20:34:46.088124] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-29T20:34:46.088176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:46.088207] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:46.088233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:46.088290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:46.144906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:46.145496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:46.145591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:46.145625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:46.261513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:46.261645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:46.261682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:46.261739] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:46.266246] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-29T20:34:46.266531] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-29T20:34:46.266697] [INFO ] [sig       ] WALD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:46.406292] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WALD.txt
[2025-12-29T20:34:46.406399] [INFO ] [sig       ] [3412/3546] Completed WALD in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 46.4s
[2025-12-29T20:34:46.406437] [INFO ] [sig       ] [3413/3546] Forecasting WASH...
[2025-12-29T20:34:46.406472] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-29T20:34:46.406502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-29T20:34:46.416842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-29T20:34:46.417129] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-29T20:34:46.417995] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-29T20:34:46.418050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:46.418082] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:46.418109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:46.418168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:46.476266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:46.476906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:46.476985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:46.477017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:46.592235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:46.592329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:46.592363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:46.592391] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:46.595500] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-29T20:34:46.595779] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-29T20:34:46.595900] [INFO ] [sig       ] WASH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:46.735289] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WASH.txt
[2025-12-29T20:34:46.735396] [INFO ] [sig       ] [3413/3546] Completed WASH in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 46.1s
[2025-12-29T20:34:46.735433] [INFO ] [sig       ] [3414/3546] Forecasting WAVE...
[2025-12-29T20:34:46.735462] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-29T20:34:46.735490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-29T20:34:46.745506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-29T20:34:46.745803] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-29T20:34:46.746634] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-29T20:34:46.746691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:46.746723] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:46.746751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:46.746811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:46.804462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:46.805062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:46.805138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:46.805169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:46.912792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:46.912891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:46.912929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:46.912958] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:46.916100] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-12-29T20:34:46.916363] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-29T20:34:46.916485] [INFO ] [sig       ] WAVE: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:47.055537] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WAVE.txt
[2025-12-29T20:34:47.055723] [INFO ] [sig       ] [3414/3546] Completed WAVE in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 45.7s
[2025-12-29T20:34:47.055764] [INFO ] [sig       ] [3415/3546] Forecasting WAY...
[2025-12-29T20:34:47.055795] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-29T20:34:47.055826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-29T20:34:47.066820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-29T20:34:47.067132] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-29T20:34:47.068060] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-29T20:34:47.068114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:47.068146] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:47.068172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:47.068229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:47.125385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:47.126144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:47.126227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:47.126260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:47.253367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:47.253530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:47.253585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:47.253618] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:47.257107] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-29T20:34:47.257399] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-29T20:34:47.257529] [INFO ] [sig       ] WAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:47.401239] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WAY.txt
[2025-12-29T20:34:47.401377] [INFO ] [sig       ] [3415/3546] Completed WAY in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 45.4s
[2025-12-29T20:34:47.401423] [INFO ] [sig       ] [3416/3546] Forecasting WB...
[2025-12-29T20:34:47.401452] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-29T20:34:47.401482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-29T20:34:47.411979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-29T20:34:47.412301] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-29T20:34:47.413150] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-29T20:34:47.413207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:47.413239] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:47.413267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:47.413327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:47.473478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:47.474211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:47.474292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:47.474326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:47.601186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:47.601337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:47.601378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:47.601440] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:47.604957] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2025-12-29T20:34:47.605238] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-29T20:34:47.605387] [INFO ] [sig       ] WB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:47.751453] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WB.txt
[2025-12-29T20:34:47.751603] [INFO ] [sig       ] [3416/3546] Completed WB in 0.4s | 2.89 sym/s | Total: 19.7m | ETA: 45.0s
[2025-12-29T20:34:47.751647] [INFO ] [sig       ] [3417/3546] Forecasting WBD...
[2025-12-29T20:34:47.751677] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-29T20:34:47.751707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-29T20:34:47.763060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-29T20:34:47.763383] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-29T20:34:47.764213] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-29T20:34:47.764267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:47.764297] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:47.764323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:47.764380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:47.821032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:47.821654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:47.821732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:47.821764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:47.942101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:47.942261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:47.942302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:47.942330] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:47.945811] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-12-29T20:34:47.946096] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-29T20:34:47.946226] [INFO ] [sig       ] WBD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:48.083912] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WBD.txt
[2025-12-29T20:34:48.084021] [INFO ] [sig       ] [3417/3546] Completed WBD in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 44.7s
[2025-12-29T20:34:48.084058] [INFO ] [sig       ] [3418/3546] Forecasting WBIY...
[2025-12-29T20:34:48.084087] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-29T20:34:48.084115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-29T20:34:48.092998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-29T20:34:48.093219] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-29T20:34:48.093999] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-29T20:34:48.094051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:48.094081] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:48.094106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:48.094162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:48.150040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:48.150657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:48.150734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:48.150765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:48.250224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:48.250317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:48.250352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:48.250379] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:48.253398] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-29T20:34:48.253676] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-29T20:34:48.253797] [INFO ] [sig       ] WBIY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:48.390938] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WBIY.txt
[2025-12-29T20:34:48.391043] [INFO ] [sig       ] [3418/3546] Completed WBIY in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 44.3s
[2025-12-29T20:34:48.391079] [INFO ] [sig       ] [3419/3546] Forecasting WBS...
[2025-12-29T20:34:48.391107] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-29T20:34:48.391135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-29T20:34:48.401244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-29T20:34:48.401510] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-29T20:34:48.402309] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-29T20:34:48.402361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:48.402392] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:48.402419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:48.402476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:48.458176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:48.458811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:48.458912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:48.458945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:48.583267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:48.583384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:48.583429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:48.583463] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:48.586668] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-29T20:34:48.586931] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-29T20:34:48.587051] [INFO ] [sig       ] WBS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:48.726056] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WBS.txt
[2025-12-29T20:34:48.726162] [INFO ] [sig       ] [3419/3546] Completed WBS in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 44.0s
[2025-12-29T20:34:48.726199] [INFO ] [sig       ] [3420/3546] Forecasting WBTN...
[2025-12-29T20:34:48.726227] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-29T20:34:48.726256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-29T20:34:48.736840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-29T20:34:48.737101] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-29T20:34:48.737878] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-29T20:34:48.737929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:48.737960] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:48.737985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:48.738054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:48.794110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:48.794731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:48.794806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:48.794837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:48.916124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:48.916218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:48.916252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:48.916278] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:48.919346] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-12-29T20:34:48.919657] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-29T20:34:48.919780] [INFO ] [sig       ] WBTN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:49.057890] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WBTN.txt
[2025-12-29T20:34:49.057996] [INFO ] [sig       ] [3420/3546] Completed WBTN in 0.3s | 2.89 sym/s | Total: 19.7m | ETA: 43.7s
[2025-12-29T20:34:49.058033] [INFO ] [sig       ] [3421/3546] Forecasting WBX...
[2025-12-29T20:34:49.058061] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-29T20:34:49.058089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-29T20:34:49.068145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-29T20:34:49.068396] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-29T20:34:49.069211] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-29T20:34:49.069263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:49.069293] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:49.069319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:49.069385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:49.126122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:49.126717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:49.126796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:49.126828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:49.245010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:49.245165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:49.245204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:49.245233] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:49.248601] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-29T20:34:49.248928] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-29T20:34:49.249064] [INFO ] [sig       ] WBX: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:49.391423] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WBX.txt
[2025-12-29T20:34:49.391534] [INFO ] [sig       ] [3421/3546] Completed WBX in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 43.3s
[2025-12-29T20:34:49.391588] [INFO ] [sig       ] [3422/3546] Forecasting WCC...
[2025-12-29T20:34:49.391620] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-29T20:34:49.391648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-29T20:34:49.402125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-29T20:34:49.402395] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-29T20:34:49.403180] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-29T20:34:49.403241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:49.403274] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:49.403300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:49.403357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:49.459847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:49.460460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:49.460548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:49.460605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:49.581958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:49.582060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:49.582095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:49.582122] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:49.585265] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2025-12-29T20:34:49.585527] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-29T20:34:49.585668] [INFO ] [sig       ] WCC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:49.724860] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WCC.txt
[2025-12-29T20:34:49.725002] [INFO ] [sig       ] [3422/3546] Completed WCC in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 43.0s
[2025-12-29T20:34:49.725042] [INFO ] [sig       ] [3423/3546] Forecasting WCLD...
[2025-12-29T20:34:49.725071] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-29T20:34:49.725100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-29T20:34:49.736296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-29T20:34:49.736694] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-29T20:34:49.737535] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-29T20:34:49.737609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:49.737644] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:49.737670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:49.737729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:49.795225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:49.796108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:49.796197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:49.796230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:49.914957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:49.915123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:49.915164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:49.915192] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:49.918627] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-12-29T20:34:49.918932] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-29T20:34:49.919062] [INFO ] [sig       ] WCLD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:50.060430] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WCLD.txt
[2025-12-29T20:34:50.060627] [INFO ] [sig       ] [3423/3546] Completed WCLD in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 42.6s
[2025-12-29T20:34:50.060688] [INFO ] [sig       ] [3424/3546] Forecasting WD...
[2025-12-29T20:34:50.060719] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-29T20:34:50.060749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-29T20:34:50.071340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-29T20:34:50.071853] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-29T20:34:50.072923] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-29T20:34:50.072978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:50.073015] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:50.073044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:50.073103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:50.129772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:50.130448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:50.130529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:50.130561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:50.246035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:50.246191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:50.246230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:50.246266] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:50.249739] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-12-29T20:34:50.250015] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-29T20:34:50.250143] [INFO ] [sig       ] WD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:50.389232] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WD.txt
[2025-12-29T20:34:50.389365] [INFO ] [sig       ] [3424/3546] Completed WD in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 42.3s
[2025-12-29T20:34:50.389403] [INFO ] [sig       ] [3425/3546] Forecasting WDAY...
[2025-12-29T20:34:50.389432] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-29T20:34:50.389461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-29T20:34:50.400773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-29T20:34:50.401161] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-29T20:34:50.402010] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-29T20:34:50.402070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:50.402103] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:50.402130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:50.402187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:50.459104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:50.460011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:50.460098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:50.460129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:50.577059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:50.577218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:50.577256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:50.577286] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:50.580701] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-29T20:34:50.580986] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-29T20:34:50.581115] [INFO ] [sig       ] WDAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:50.720174] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WDAY.txt
[2025-12-29T20:34:50.720303] [INFO ] [sig       ] [3425/3546] Completed WDAY in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 41.9s
[2025-12-29T20:34:50.720349] [INFO ] [sig       ] [3426/3546] Forecasting WDC...
[2025-12-29T20:34:50.720379] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-29T20:34:50.720408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-29T20:34:50.731071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-29T20:34:50.731343] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-29T20:34:50.732122] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-29T20:34:50.732175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:50.732230] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:50.732258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:50.732317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:50.789449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:50.790044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:50.790118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:50.790149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:50.911375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:50.911524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:50.911565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:50.911613] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:50.914925] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-29T20:34:50.915194] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-29T20:34:50.915316] [INFO ] [sig       ] WDC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:51.054191] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WDC.txt
[2025-12-29T20:34:51.054322] [INFO ] [sig       ] [3426/3546] Completed WDC in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 41.6s
[2025-12-29T20:34:51.054361] [INFO ] [sig       ] [3427/3546] Forecasting WDFC...
[2025-12-29T20:34:51.054390] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-29T20:34:51.054418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-29T20:34:51.063816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-29T20:34:51.064082] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-29T20:34:51.064879] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-29T20:34:51.064931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:51.064961] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:51.064987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:51.065045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:51.122821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:51.123398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:51.123473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:51.123504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:51.241282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:51.241401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:51.241439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:51.241471] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:51.244657] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-29T20:34:51.244949] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-29T20:34:51.245074] [INFO ] [sig       ] WDFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:51.386394] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WDFC.txt
[2025-12-29T20:34:51.386511] [INFO ] [sig       ] [3427/3546] Completed WDFC in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 41.2s
[2025-12-29T20:34:51.386549] [INFO ] [sig       ] [3428/3546] Forecasting WDH...
[2025-12-29T20:34:51.386594] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-29T20:34:51.386626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-29T20:34:51.398414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-29T20:34:51.398925] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-29T20:34:51.399823] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-29T20:34:51.399879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:51.399914] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:51.399942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:51.400003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:51.460306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:51.461172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:51.461257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:51.461298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:51.579292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:51.579452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:51.579499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:51.579534] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:51.582950] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-12-29T20:34:51.583226] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-29T20:34:51.583357] [INFO ] [sig       ] WDH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:51.724613] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WDH.txt
[2025-12-29T20:34:51.724746] [INFO ] [sig       ] [3428/3546] Completed WDH in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 40.9s
[2025-12-29T20:34:51.724784] [INFO ] [sig       ] [3429/3546] Forecasting WDI...
[2025-12-29T20:34:51.724814] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-29T20:34:51.724844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-29T20:34:51.735300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-29T20:34:51.735660] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-29T20:34:51.736437] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-29T20:34:51.736488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:51.736518] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:51.736544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:51.736620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:51.792693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:51.793442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:51.793525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:51.793556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:51.914887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:51.915040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:51.915098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:51.915160] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:51.918538] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=48.29%)
[2025-12-29T20:34:51.918850] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-29T20:34:51.918977] [INFO ] [sig       ] WDI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:52.057633] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WDI.txt
[2025-12-29T20:34:52.057777] [INFO ] [sig       ] [3429/3546] Completed WDI in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 40.5s
[2025-12-29T20:34:52.057815] [INFO ] [sig       ] [3430/3546] Forecasting WDS...
[2025-12-29T20:34:52.057845] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-29T20:34:52.057875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-29T20:34:52.069079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-29T20:34:52.069404] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-29T20:34:52.070249] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-29T20:34:52.070303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:52.070334] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:52.070360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:52.070420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:52.126494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:52.127113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:52.127190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:52.127221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:52.245591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:52.245713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:52.245749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:52.245777] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:52.249040] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=35.81%)
[2025-12-29T20:34:52.249304] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-29T20:34:52.249429] [INFO ] [sig       ] WDS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:52.388409] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WDS.txt
[2025-12-29T20:34:52.388586] [INFO ] [sig       ] [3430/3546] Completed WDS in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 40.2s
[2025-12-29T20:34:52.388628] [INFO ] [sig       ] [3431/3546] Forecasting WEA...
[2025-12-29T20:34:52.388659] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-29T20:34:52.388689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-29T20:34:52.400385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-29T20:34:52.400884] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-29T20:34:52.401861] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-29T20:34:52.401914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:52.401946] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:52.401972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:52.402030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:52.465302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:52.466193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:52.466293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:52.466327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:52.584699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:52.584855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:52.584895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:52.584923] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:52.588317] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-12-29T20:34:52.588609] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-29T20:34:52.588736] [INFO ] [sig       ] WEA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:52.729160] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WEA.txt
[2025-12-29T20:34:52.729300] [INFO ] [sig       ] [3431/3546] Completed WEA in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 39.8s
[2025-12-29T20:34:52.729338] [INFO ] [sig       ] [3432/3546] Forecasting WEC...
[2025-12-29T20:34:52.729368] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-29T20:34:52.729399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-29T20:34:52.740151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-29T20:34:52.740473] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-29T20:34:52.741291] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-29T20:34:52.741345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:52.741377] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:52.741404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:52.741463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:52.802307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:52.803174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:52.803258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:52.803291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:52.928204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:52.928360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:52.928399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:52.928427] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:52.931918] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-12-29T20:34:52.932208] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-29T20:34:52.932343] [INFO ] [sig       ] WEC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:53.074900] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WEC.txt
[2025-12-29T20:34:53.075039] [INFO ] [sig       ] [3432/3546] Completed WEC in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 39.5s
[2025-12-29T20:34:53.075078] [INFO ] [sig       ] [3433/3546] Forecasting WEN...
[2025-12-29T20:34:53.075107] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-29T20:34:53.075135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-29T20:34:53.086053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-29T20:34:53.086372] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-29T20:34:53.087181] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-29T20:34:53.087233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:53.087276] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:53.087303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:53.087360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:53.144220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:53.144978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:53.145059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:53.145092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:53.263706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:53.263870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:53.263909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:53.263937] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:53.267351] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-29T20:34:53.267679] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-29T20:34:53.267801] [INFO ] [sig       ] WEN: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:53.406861] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WEN.txt
[2025-12-29T20:34:53.407007] [INFO ] [sig       ] [3433/3546] Completed WEN in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 39.1s
[2025-12-29T20:34:53.407045] [INFO ] [sig       ] [3434/3546] Forecasting WERN...
[2025-12-29T20:34:53.407074] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-29T20:34:53.407104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-29T20:34:53.417518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-29T20:34:53.417844] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-29T20:34:53.418650] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-29T20:34:53.418702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:53.418733] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:53.418760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:53.418870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:53.475416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:53.476133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:53.476212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:53.476244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:53.594501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:53.594681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:53.594723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:53.594751] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:53.598301] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=30.20%)
[2025-12-29T20:34:53.598622] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-29T20:34:53.598759] [INFO ] [sig       ] WERN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:53.739172] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WERN.txt
[2025-12-29T20:34:53.739324] [INFO ] [sig       ] [3434/3546] Completed WERN in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 38.8s
[2025-12-29T20:34:53.739364] [INFO ] [sig       ] [3435/3546] Forecasting WES...
[2025-12-29T20:34:53.739394] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-29T20:34:53.739424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-29T20:34:53.749977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-29T20:34:53.750342] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-29T20:34:53.751156] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-29T20:34:53.751207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:53.751237] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:53.751262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:53.751319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:53.808750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:53.809641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:53.809724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:53.809755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:53.927485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:53.927649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:53.927690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:53.927719] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:53.931153] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-29T20:34:53.931428] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-29T20:34:53.931557] [INFO ] [sig       ] WES: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:54.072945] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WES.txt
[2025-12-29T20:34:54.073098] [INFO ] [sig       ] [3435/3546] Completed WES in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 38.4s
[2025-12-29T20:34:54.073138] [INFO ] [sig       ] [3436/3546] Forecasting WEX...
[2025-12-29T20:34:54.073168] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-29T20:34:54.073197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-29T20:34:54.083223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-29T20:34:54.083541] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-29T20:34:54.084453] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-29T20:34:54.084509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:54.084542] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:54.084594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:54.084658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:54.142981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:54.143844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:54.143958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:54.143991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:54.270203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:54.270354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:54.270395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:54.270422] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:54.273864] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-29T20:34:54.274139] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-29T20:34:54.274264] [INFO ] [sig       ] WEX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:54.412223] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WEX.txt
[2025-12-29T20:34:54.412370] [INFO ] [sig       ] [3436/3546] Completed WEX in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 38.1s
[2025-12-29T20:34:54.412409] [INFO ] [sig       ] [3437/3546] Forecasting WEYS...
[2025-12-29T20:34:54.412446] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-29T20:34:54.412476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-29T20:34:54.425132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-29T20:34:54.425555] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-29T20:34:54.426719] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-29T20:34:54.426789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:54.426838] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:54.426883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:54.426973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:54.513215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:54.514057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:54.514139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:54.514171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:54.616730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:54.616885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:54.616925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:54.616953] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:54.620460] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-12-29T20:34:54.620821] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-29T20:34:54.620961] [INFO ] [sig       ] WEYS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:54.761230] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WEYS.txt
[2025-12-29T20:34:54.761357] [INFO ] [sig       ] [3437/3546] Completed WEYS in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 37.8s
[2025-12-29T20:34:54.761396] [INFO ] [sig       ] [3438/3546] Forecasting WF...
[2025-12-29T20:34:54.761426] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-29T20:34:54.761456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-29T20:34:54.771418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-29T20:34:54.771750] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-29T20:34:54.772527] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-29T20:34:54.772598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:54.772632] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:54.772658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:54.772716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:54.829681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:54.830302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:54.830381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:54.830412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:54.950984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:54.951123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:54.951162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:54.951190] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:54.954470] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-12-29T20:34:54.954763] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-29T20:34:54.954886] [INFO ] [sig       ] WF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:55.094087] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WF.txt
[2025-12-29T20:34:55.094209] [INFO ] [sig       ] [3438/3546] Completed WF in 0.3s | 2.89 sym/s | Total: 19.8m | ETA: 37.4s
[2025-12-29T20:34:55.094246] [INFO ] [sig       ] [3439/3546] Forecasting WFC...
[2025-12-29T20:34:55.094275] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-29T20:34:55.094305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-29T20:34:55.104500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-29T20:34:55.104790] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-29T20:34:55.105562] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-29T20:34:55.105636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:55.105668] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:55.105694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:55.105751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:55.162561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:55.163158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:55.163233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:55.163265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:55.286159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:55.286288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:55.286325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:55.286354] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:55.289606] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=48.07%)
[2025-12-29T20:34:55.289866] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-29T20:34:55.289989] [INFO ] [sig       ] WFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:55.429962] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WFC.txt
[2025-12-29T20:34:55.430097] [INFO ] [sig       ] [3439/3546] Completed WFC in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 37.1s
[2025-12-29T20:34:55.430135] [INFO ] [sig       ] [3440/3546] Forecasting WFG...
[2025-12-29T20:34:55.430165] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-29T20:34:55.430194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-29T20:34:55.440271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-29T20:34:55.440561] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-29T20:34:55.441346] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-29T20:34:55.441398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:55.441430] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:55.441457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:55.441515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:55.498676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:55.499527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:55.499630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:55.499664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:55.626994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:55.627197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:55.627237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:55.627265] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:55.630620] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=14.56%)
[2025-12-29T20:34:55.630888] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-29T20:34:55.631009] [INFO ] [sig       ] WFG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:55.770622] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WFG.txt
[2025-12-29T20:34:55.770750] [INFO ] [sig       ] [3440/3546] Completed WFG in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 36.7s
[2025-12-29T20:34:55.770788] [INFO ] [sig       ] [3441/3546] Forecasting WFRD...
[2025-12-29T20:34:55.770818] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-29T20:34:55.770847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-29T20:34:55.781626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-29T20:34:55.781907] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-29T20:34:55.782705] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-29T20:34:55.782757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:55.782788] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:55.782814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:55.782871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:55.839088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:55.839703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:55.839780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:55.839811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:55.958300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:55.958415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:55.958450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:55.958477] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:55.961623] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-12-29T20:34:55.961884] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-29T20:34:55.962008] [INFO ] [sig       ] WFRD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:56.100941] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WFRD.txt
[2025-12-29T20:34:56.101053] [INFO ] [sig       ] [3441/3546] Completed WFRD in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 36.4s
[2025-12-29T20:34:56.101090] [INFO ] [sig       ] [3442/3546] Forecasting WGMI...
[2025-12-29T20:34:56.101119] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-29T20:34:56.101147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-29T20:34:56.111134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-29T20:34:56.111399] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-29T20:34:56.112194] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-29T20:34:56.112245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:56.112276] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:56.112302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:56.112359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:56.168740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:56.169369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:56.169445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:56.169476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:56.289115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:56.289243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:56.289280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:56.289309] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:56.292546] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-12-29T20:34:56.292830] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-29T20:34:56.292951] [INFO ] [sig       ] WGMI: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:56.431106] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WGMI.txt
[2025-12-29T20:34:56.431213] [INFO ] [sig       ] [3442/3546] Completed WGMI in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 36.0s
[2025-12-29T20:34:56.431249] [INFO ] [sig       ] [3443/3546] Forecasting WGO...
[2025-12-29T20:34:56.431278] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-29T20:34:56.431308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-29T20:34:56.441270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-29T20:34:56.441530] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-29T20:34:56.442309] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-29T20:34:56.442360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:56.442415] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:56.442443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:56.442501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:56.500190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:56.500850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:56.500929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:56.500961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:56.615948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:56.616049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:56.616085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:56.616112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:56.619210] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-29T20:34:56.619468] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-29T20:34:56.619611] [INFO ] [sig       ] WGO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:56.758638] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WGO.txt
[2025-12-29T20:34:56.758745] [INFO ] [sig       ] [3443/3546] Completed WGO in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 35.7s
[2025-12-29T20:34:56.758797] [INFO ] [sig       ] [3444/3546] Forecasting WGS...
[2025-12-29T20:34:56.758826] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-29T20:34:56.758855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-29T20:34:56.768901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-29T20:34:56.769165] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-29T20:34:56.769971] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-29T20:34:56.770024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:56.770054] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:56.770081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:56.770148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:56.827386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:56.827990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:56.828066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:56.828097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:56.947117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:56.947221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:56.947257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:56.947285] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:56.950408] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-12-29T20:34:56.950687] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-29T20:34:56.950810] [INFO ] [sig       ] WGS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:57.093164] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WGS.txt
[2025-12-29T20:34:57.093311] [INFO ] [sig       ] [3444/3546] Completed WGS in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 35.3s
[2025-12-29T20:34:57.093352] [INFO ] [sig       ] [3445/3546] Forecasting WH...
[2025-12-29T20:34:57.093381] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-29T20:34:57.093409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-29T20:34:57.102916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-29T20:34:57.103199] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-29T20:34:57.104014] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-29T20:34:57.104067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:57.104098] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:57.104124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:57.104181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:57.159894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:57.160525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:57.160637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:57.160676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:57.278514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:57.278676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:57.278716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:57.278743] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:57.282082] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-29T20:34:57.282349] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-29T20:34:57.282473] [INFO ] [sig       ] WH: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:57.419733] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WH.txt
[2025-12-29T20:34:57.419859] [INFO ] [sig       ] [3445/3546] Completed WH in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 35.0s
[2025-12-29T20:34:57.419897] [INFO ] [sig       ] [3446/3546] Forecasting WHD...
[2025-12-29T20:34:57.419926] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-29T20:34:57.419955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-29T20:34:57.430375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-29T20:34:57.430678] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-29T20:34:57.431455] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-29T20:34:57.431517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:57.431548] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:57.431593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:57.431657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:57.487553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:57.488210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:57.488289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:57.488321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:57.604532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:57.604685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:57.604724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:57.604751] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:57.608118] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-29T20:34:57.608395] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-29T20:34:57.608522] [INFO ] [sig       ] WHD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:57.746592] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WHD.txt
[2025-12-29T20:34:57.746718] [INFO ] [sig       ] [3446/3546] Completed WHD in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 34.6s
[2025-12-29T20:34:57.746757] [INFO ] [sig       ] [3447/3546] Forecasting WHF...
[2025-12-29T20:34:57.746786] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-29T20:34:57.746817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-29T20:34:57.756601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-29T20:34:57.756905] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-29T20:34:57.757734] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-29T20:34:57.757787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:57.757819] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:57.757845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:57.757902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:57.813251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:57.813908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:57.813985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:57.814016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:57.930262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:57.930396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:57.930434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:57.930461] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:57.933742] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-12-29T20:34:57.934007] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-29T20:34:57.934129] [INFO ] [sig       ] WHF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:58.071601] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WHF.txt
[2025-12-29T20:34:58.071732] [INFO ] [sig       ] [3447/3546] Completed WHF in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 34.3s
[2025-12-29T20:34:58.071769] [INFO ] [sig       ] [3448/3546] Forecasting WHG...
[2025-12-29T20:34:58.071797] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-29T20:34:58.071828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-29T20:34:58.081803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-29T20:34:58.082086] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-29T20:34:58.082903] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-29T20:34:58.082955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:58.082984] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:58.083010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:58.083066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:58.138678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:58.139332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:58.139412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:58.139443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:58.246312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:58.246460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:58.246500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:58.246528] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:58.249856] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-29T20:34:58.250126] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-29T20:34:58.250249] [INFO ] [sig       ] WHG: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:58.387340] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WHG.txt
[2025-12-29T20:34:58.387470] [INFO ] [sig       ] [3448/3546] Completed WHG in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 33.9s
[2025-12-29T20:34:58.387508] [INFO ] [sig       ] [3449/3546] Forecasting WIA...
[2025-12-29T20:34:58.387537] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-29T20:34:58.387566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-29T20:34:58.397480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-29T20:34:58.397786] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-29T20:34:58.398565] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-29T20:34:58.398634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:58.398665] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:58.398691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:58.398747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:58.454644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:58.455265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:58.455342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:58.455374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:58.567823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:58.567962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:58.567999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:58.568026] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:58.571323] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=68.38%)
[2025-12-29T20:34:58.571607] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-29T20:34:58.571732] [INFO ] [sig       ] WIA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:58.709664] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WIA.txt
[2025-12-29T20:34:58.709795] [INFO ] [sig       ] [3449/3546] Completed WIA in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 33.6s
[2025-12-29T20:34:58.709841] [INFO ] [sig       ] [3450/3546] Forecasting WIMI...
[2025-12-29T20:34:58.709871] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-29T20:34:58.709900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-29T20:34:58.719946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-29T20:34:58.720252] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-29T20:34:58.721070] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-29T20:34:58.721122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:58.721154] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:58.721180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:58.721237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:58.777462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:58.778125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:58.778202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:58.778233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:58.895098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:58.895230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:58.895269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:58.895296] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:58.898544] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-29T20:34:58.898863] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-29T20:34:58.898988] [INFO ] [sig       ] WIMI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:59.035964] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WIMI.txt
[2025-12-29T20:34:59.036082] [INFO ] [sig       ] [3450/3546] Completed WIMI in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 33.2s
[2025-12-29T20:34:59.036120] [INFO ] [sig       ] [3451/3546] Forecasting WINA...
[2025-12-29T20:34:59.036148] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-29T20:34:59.036178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-29T20:34:59.046087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-29T20:34:59.046369] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-29T20:34:59.047183] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-29T20:34:59.047236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:59.047267] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:59.047293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:59.047350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:59.103096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:59.103728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:59.103807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:59.103838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:59.217080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:59.217240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:59.217278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:59.217306] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:59.220683] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-29T20:34:59.220965] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-29T20:34:59.221108] [INFO ] [sig       ] WINA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:34:59.358039] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WINA.txt
[2025-12-29T20:34:59.358181] [INFO ] [sig       ] [3451/3546] Completed WINA in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 32.9s
[2025-12-29T20:34:59.358218] [INFO ] [sig       ] [3452/3546] Forecasting WING...
[2025-12-29T20:34:59.358247] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-29T20:34:59.358275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-29T20:34:59.368315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-29T20:34:59.368690] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-29T20:34:59.369505] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-29T20:34:59.369557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:59.369614] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:59.369643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:59.369701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:59.425562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:59.426371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:59.426454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:59.426486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:59.548536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:59.548712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:59.548751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:59.548794] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:59.552174] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: DOWN (p=44.08%)
[2025-12-29T20:34:59.552449] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-29T20:34:59.552594] [INFO ] [sig       ] WING: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:34:59.690444] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WING.txt
[2025-12-29T20:34:59.690600] [INFO ] [sig       ] [3452/3546] Completed WING in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 32.6s
[2025-12-29T20:34:59.690641] [INFO ] [sig       ] [3453/3546] Forecasting WINN...
[2025-12-29T20:34:59.690671] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-29T20:34:59.690710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-29T20:34:59.703975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-29T20:34:59.704369] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-29T20:34:59.705464] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-29T20:34:59.705533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:34:59.705603] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:34:59.705653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:34:59.705742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:34:59.774076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:34:59.774764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:34:59.774876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:34:59.774921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:34:59.895326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:34:59.895471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:34:59.895529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:34:59.895560] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:34:59.898912] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-12-29T20:34:59.899182] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-29T20:34:59.899309] [INFO ] [sig       ] WINN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:00.037158] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WINN.txt
[2025-12-29T20:35:00.037278] [INFO ] [sig       ] [3453/3546] Completed WINN in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 32.2s
[2025-12-29T20:35:00.037315] [INFO ] [sig       ] [3454/3546] Forecasting WIX...
[2025-12-29T20:35:00.037343] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-29T20:35:00.037373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-29T20:35:00.047788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-29T20:35:00.048107] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-29T20:35:00.049008] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-29T20:35:00.049061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:00.049093] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:00.049119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:00.049182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:00.109011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:00.109877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:00.109965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:00.109999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:00.234933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:00.235047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:00.235086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:00.235113] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:00.238501] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=46.35%)
[2025-12-29T20:35:00.238826] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-29T20:35:00.238962] [INFO ] [sig       ] WIX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:00.380552] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WIX.txt
[2025-12-29T20:35:00.380724] [INFO ] [sig       ] [3454/3546] Completed WIX in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 31.9s
[2025-12-29T20:35:00.380763] [INFO ] [sig       ] [3455/3546] Forecasting WK...
[2025-12-29T20:35:00.380791] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-29T20:35:00.380822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-29T20:35:00.391134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-29T20:35:00.391492] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-29T20:35:00.392343] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-29T20:35:00.392397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:00.392428] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:00.392455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:00.392512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:00.449004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:00.449840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:00.449927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:00.449961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:00.573424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:00.573543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:00.573598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:00.573629] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:00.577032] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-12-29T20:35:00.577320] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-29T20:35:00.577454] [INFO ] [sig       ] WK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:00.717833] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WK.txt
[2025-12-29T20:35:00.717981] [INFO ] [sig       ] [3455/3546] Completed WK in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 31.5s
[2025-12-29T20:35:00.718021] [INFO ] [sig       ] [3456/3546] Forecasting WKC...
[2025-12-29T20:35:00.718052] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-29T20:35:00.718081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-29T20:35:00.728391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-29T20:35:00.728790] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-29T20:35:00.729654] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-29T20:35:00.729715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:00.729749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:00.729777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:00.729836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:00.786398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:00.787181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:00.787262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:00.787294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:00.906387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:00.906501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:00.906539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:00.906584] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:00.909915] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-29T20:35:00.910201] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-29T20:35:00.910333] [INFO ] [sig       ] WKC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:01.053734] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WKC.txt
[2025-12-29T20:35:01.053956] [INFO ] [sig       ] [3456/3546] Completed WKC in 0.3s | 2.89 sym/s | Total: 19.9m | ETA: 31.2s
[2025-12-29T20:35:01.054014] [INFO ] [sig       ] [3457/3546] Forecasting WKEY...
[2025-12-29T20:35:01.054059] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-29T20:35:01.054102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-29T20:35:01.064968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-29T20:35:01.065299] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-29T20:35:01.066131] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-29T20:35:01.066184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:01.066225] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:01.066254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:01.066312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:01.127134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:01.128047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:01.128140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:01.128174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:01.252701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:01.252863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:01.252903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:01.252931] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:01.256322] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-29T20:35:01.256630] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-29T20:35:01.256766] [INFO ] [sig       ] WKEY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:01.396728] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WKEY.txt
[2025-12-29T20:35:01.396863] [INFO ] [sig       ] [3457/3546] Completed WKEY in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 30.8s
[2025-12-29T20:35:01.396902] [INFO ] [sig       ] [3458/3546] Forecasting WKSP...
[2025-12-29T20:35:01.396932] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-29T20:35:01.396962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-29T20:35:01.407170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-29T20:35:01.407459] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-29T20:35:01.408493] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-29T20:35:01.408547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:01.408600] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:01.408629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:01.408687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:01.467445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:01.468157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:01.468237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:01.468270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:01.607597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:01.607787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:01.607835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:01.685431] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:01.689503] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-12-29T20:35:01.689929] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-29T20:35:01.690126] [INFO ] [sig       ] WKSP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:01.877846] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WKSP.txt
[2025-12-29T20:35:01.878006] [INFO ] [sig       ] [3458/3546] Completed WKSP in 0.5s | 2.89 sym/s | Total: 20.0m | ETA: 30.5s
[2025-12-29T20:35:01.878046] [INFO ] [sig       ] [3459/3546] Forecasting WLDN...
[2025-12-29T20:35:01.878076] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-29T20:35:01.878106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-29T20:35:01.889454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-29T20:35:01.889907] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-29T20:35:01.890981] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-29T20:35:01.891037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:01.891070] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:01.891098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:01.891155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:01.950118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:01.951038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:01.951126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:01.951161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:02.075929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:02.076094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:02.076137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:02.076166] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:02.079699] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-29T20:35:02.080157] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-29T20:35:02.080298] [INFO ] [sig       ] WLDN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:02.243117] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WLDN.txt
[2025-12-29T20:35:02.243278] [INFO ] [sig       ] [3459/3546] Completed WLDN in 0.4s | 2.89 sym/s | Total: 20.0m | ETA: 30.1s
[2025-12-29T20:35:02.243319] [INFO ] [sig       ] [3460/3546] Forecasting WLDS...
[2025-12-29T20:35:02.243349] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-29T20:35:02.243379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-29T20:35:02.255658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-29T20:35:02.256072] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-29T20:35:02.257156] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-29T20:35:02.257214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:02.257274] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:02.257303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:02.257363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:02.316774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:02.318111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:02.318202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:02.318235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:02.438091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:02.438260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:02.438305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:02.438335] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:02.442272] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-12-29T20:35:02.442620] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-29T20:35:02.442765] [INFO ] [sig       ] WLDS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:02.589916] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WLDS.txt
[2025-12-29T20:35:02.590082] [INFO ] [sig       ] [3460/3546] Completed WLDS in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 29.8s
[2025-12-29T20:35:02.590124] [INFO ] [sig       ] [3461/3546] Forecasting WLFC...
[2025-12-29T20:35:02.590162] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-29T20:35:02.590192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-29T20:35:02.601772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-29T20:35:02.602152] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-29T20:35:02.603182] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-29T20:35:02.603235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:02.603266] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:02.603292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:02.603349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:02.660843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:02.661737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:02.661822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:02.661857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:02.782348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:02.782502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:02.782541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:02.782587] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:02.786366] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-29T20:35:02.786698] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-29T20:35:02.786847] [INFO ] [sig       ] WLFC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:02.930547] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WLFC.txt
[2025-12-29T20:35:02.930720] [INFO ] [sig       ] [3461/3546] Completed WLFC in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 29.4s
[2025-12-29T20:35:02.930763] [INFO ] [sig       ] [3462/3546] Forecasting WLK...
[2025-12-29T20:35:02.930794] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-29T20:35:02.930825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-29T20:35:02.941392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-29T20:35:02.941703] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-29T20:35:02.942512] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-29T20:35:02.942567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:02.942631] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:02.942662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:02.942723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:03.002285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:03.003162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:03.003251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:03.003286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:03.126615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:03.126738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:03.126779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:03.126808] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:03.130269] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-29T20:35:03.130560] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-29T20:35:03.130713] [INFO ] [sig       ] WLK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:03.270471] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WLK.txt
[2025-12-29T20:35:03.270619] [INFO ] [sig       ] [3462/3546] Completed WLK in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 29.1s
[2025-12-29T20:35:03.270660] [INFO ] [sig       ] [3463/3546] Forecasting WLKP...
[2025-12-29T20:35:03.270690] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-29T20:35:03.270721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-29T20:35:03.281951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-29T20:35:03.282360] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-29T20:35:03.283266] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-29T20:35:03.283321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:03.283354] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:03.283381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:03.283438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:03.339675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:03.340656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:03.340754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:03.340793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:03.453795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:03.453983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:03.454024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:03.454093] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:03.457627] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=80.64%)
[2025-12-29T20:35:03.457914] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-29T20:35:03.458050] [INFO ] [sig       ] WLKP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:03.595707] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WLKP.txt
[2025-12-29T20:35:03.595853] [INFO ] [sig       ] [3463/3546] Completed WLKP in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 28.7s
[2025-12-29T20:35:03.595892] [INFO ] [sig       ] [3464/3546] Forecasting WMG...
[2025-12-29T20:35:03.595922] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-29T20:35:03.595951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-29T20:35:03.606451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-29T20:35:03.606775] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-29T20:35:03.607597] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-29T20:35:03.607650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:03.607683] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:03.607710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:03.607768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:03.663890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:03.664668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:03.664754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:03.664788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:03.789010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:03.789162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:03.789199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:03.789249] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:03.792622] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-29T20:35:03.792892] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-29T20:35:03.793015] [INFO ] [sig       ] WMG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:03.932420] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WMG.txt
[2025-12-29T20:35:03.932596] [INFO ] [sig       ] [3464/3546] Completed WMG in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 28.4s
[2025-12-29T20:35:03.932640] [INFO ] [sig       ] [3465/3546] Forecasting WMK...
[2025-12-29T20:35:03.932672] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-29T20:35:03.932701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-29T20:35:03.943165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-29T20:35:03.943524] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-29T20:35:03.944443] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-29T20:35:03.944499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:03.944531] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:03.944557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:03.944662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:04.004239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:04.005341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:04.005430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:04.005463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:04.127104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:04.127262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:04.127306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:04.127335] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:04.130826] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-29T20:35:04.131116] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-29T20:35:04.131249] [INFO ] [sig       ] WMK: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:04.269690] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WMK.txt
[2025-12-29T20:35:04.269865] [INFO ] [sig       ] [3465/3546] Completed WMK in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 28.1s
[2025-12-29T20:35:04.269906] [INFO ] [sig       ] [3466/3546] Forecasting WMS...
[2025-12-29T20:35:04.269937] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-29T20:35:04.269969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-29T20:35:04.280722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-29T20:35:04.281089] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-29T20:35:04.281965] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-29T20:35:04.282018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:04.282050] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:04.282077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:04.282136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:04.338051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:04.338940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:04.339025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:04.339077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:04.456959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:04.457116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:04.457166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:04.457208] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:04.460693] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-29T20:35:04.460971] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-29T20:35:04.461101] [INFO ] [sig       ] WMS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:04.603803] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WMS.txt
[2025-12-29T20:35:04.603985] [INFO ] [sig       ] [3466/3546] Completed WMS in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 27.7s
[2025-12-29T20:35:04.604036] [INFO ] [sig       ] [3467/3546] Forecasting WNC...
[2025-12-29T20:35:04.604070] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-29T20:35:04.604100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-29T20:35:04.615673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-29T20:35:04.616060] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-29T20:35:04.616982] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-29T20:35:04.617037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:04.617081] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:04.617110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:04.617170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:04.673690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:04.674610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:04.674695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:04.674728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:04.791427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:04.791603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:04.791648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:04.791679] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:04.795066] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-29T20:35:04.795349] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-29T20:35:04.795483] [INFO ] [sig       ] WNC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:04.934606] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WNC.txt
[2025-12-29T20:35:04.934766] [INFO ] [sig       ] [3467/3546] Completed WNC in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 27.4s
[2025-12-29T20:35:04.934807] [INFO ] [sig       ] [3468/3546] Forecasting WNEB...
[2025-12-29T20:35:04.934838] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-29T20:35:04.934868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-29T20:35:04.945873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-29T20:35:04.946202] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-29T20:35:04.947085] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-29T20:35:04.947140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:04.947173] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:04.947201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:04.947276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:05.003409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:05.004282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:05.004370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:05.004404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:05.130469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:05.130645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:05.130686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:05.130715] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:05.134089] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-12-29T20:35:05.134372] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-29T20:35:05.134503] [INFO ] [sig       ] WNEB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:05.278388] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WNEB.txt
[2025-12-29T20:35:05.278553] [INFO ] [sig       ] [3468/3546] Completed WNEB in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 27.0s
[2025-12-29T20:35:05.278610] [INFO ] [sig       ] [3469/3546] Forecasting WOOD...
[2025-12-29T20:35:05.278642] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-29T20:35:05.278670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-29T20:35:05.289441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-29T20:35:05.289829] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-29T20:35:05.290690] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-29T20:35:05.290745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:05.290777] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:05.290804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:05.290863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:05.347392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:05.348215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:05.348326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:05.348360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:05.448922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:05.449084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:05.449125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:05.449153] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:05.452555] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=26.62%)
[2025-12-29T20:35:05.452852] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-29T20:35:05.452983] [INFO ] [sig       ] WOOD: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:05.591158] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WOOD.txt
[2025-12-29T20:35:05.591328] [INFO ] [sig       ] [3469/3546] Completed WOOD in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 26.7s
[2025-12-29T20:35:05.591374] [INFO ] [sig       ] [3470/3546] Forecasting WOOF...
[2025-12-29T20:35:05.591410] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-29T20:35:05.591444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-29T20:35:05.601876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-29T20:35:05.602203] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-29T20:35:05.603023] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-29T20:35:05.603096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:05.603127] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:05.603153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:05.603210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:05.658949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:05.659770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:05.659903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:05.659939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:05.778534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:05.778706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:05.778747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:05.778798] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:05.782123] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-12-29T20:35:05.782392] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-29T20:35:05.782518] [INFO ] [sig       ] WOOF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:05.919770] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WOOF.txt
[2025-12-29T20:35:05.919911] [INFO ] [sig       ] [3470/3546] Completed WOOF in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 26.3s
[2025-12-29T20:35:05.919951] [INFO ] [sig       ] [3471/3546] Forecasting WPC...
[2025-12-29T20:35:05.919981] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-29T20:35:05.920010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-29T20:35:05.930229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-29T20:35:05.930552] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-29T20:35:05.931361] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-29T20:35:05.931414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:05.931446] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:05.931472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:05.931530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:05.987619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:05.988370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:05.988452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:05.988485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:06.114536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:06.114799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:06.114862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:06.114899] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:06.118683] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-12-29T20:35:06.118996] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-29T20:35:06.119149] [INFO ] [sig       ] WPC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:06.258229] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WPC.txt
[2025-12-29T20:35:06.258385] [INFO ] [sig       ] [3471/3546] Completed WPC in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 26.0s
[2025-12-29T20:35:06.258433] [INFO ] [sig       ] [3472/3546] Forecasting WPP...
[2025-12-29T20:35:06.258469] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-29T20:35:06.258499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-29T20:35:06.269128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-29T20:35:06.269449] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-29T20:35:06.270293] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-29T20:35:06.270348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:06.270382] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:06.270409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:06.270468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:06.330682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:06.331465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:06.331547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:06.331599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:06.462459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:06.462642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:06.462691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:06.462722] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:06.466441] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-29T20:35:06.466761] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-29T20:35:06.466931] [INFO ] [sig       ] WPP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:06.616220] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WPP.txt
[2025-12-29T20:35:06.616366] [INFO ] [sig       ] [3472/3546] Completed WPP in 0.4s | 2.89 sym/s | Total: 20.0m | ETA: 25.6s
[2025-12-29T20:35:06.616407] [INFO ] [sig       ] [3473/3546] Forecasting WRAP...
[2025-12-29T20:35:06.616438] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-29T20:35:06.616469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-29T20:35:06.626969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-29T20:35:06.627267] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-29T20:35:06.628083] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-29T20:35:06.628135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:06.628167] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:06.628193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:06.628250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:06.684517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:06.685281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:06.685362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:06.685395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:06.803522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:06.803691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:06.803730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:06.803765] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:06.807109] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-29T20:35:06.807394] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-29T20:35:06.807520] [INFO ] [sig       ] WRAP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:06.950662] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WRAP.txt
[2025-12-29T20:35:06.950887] [INFO ] [sig       ] [3473/3546] Completed WRAP in 0.3s | 2.89 sym/s | Total: 20.0m | ETA: 25.3s
[2025-12-29T20:35:06.950939] [INFO ] [sig       ] [3474/3546] Forecasting WRB...
[2025-12-29T20:35:06.950972] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-29T20:35:06.951002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-29T20:35:06.961638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-29T20:35:06.961944] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-29T20:35:06.962776] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-29T20:35:06.962829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:06.962861] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:06.962889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:06.962955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:07.022173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:07.023028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:07.023114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:07.023147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:07.144743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:07.144921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:07.144963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:07.144992] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:07.148809] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=78.22%)
[2025-12-29T20:35:07.149116] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-29T20:35:07.149256] [INFO ] [sig       ] WRB: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:07.297299] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WRB.txt
[2025-12-29T20:35:07.297475] [INFO ] [sig       ] [3474/3546] Completed WRB in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 24.9s
[2025-12-29T20:35:07.297523] [INFO ] [sig       ] [3475/3546] Forecasting WRBY...
[2025-12-29T20:35:07.297556] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-29T20:35:07.297614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-29T20:35:07.307870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-29T20:35:07.308149] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-29T20:35:07.309004] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-29T20:35:07.309059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:07.309091] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:07.309119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:07.309178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:07.366719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:07.367412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:07.367496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:07.367529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:07.488545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:07.488714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:07.488754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:07.488805] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:07.492233] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-29T20:35:07.492529] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-29T20:35:07.492677] [INFO ] [sig       ] WRBY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:07.633875] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WRBY.txt
[2025-12-29T20:35:07.634012] [INFO ] [sig       ] [3475/3546] Completed WRBY in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 24.6s
[2025-12-29T20:35:07.634051] [INFO ] [sig       ] [3476/3546] Forecasting WRLD...
[2025-12-29T20:35:07.634080] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-29T20:35:07.634109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-29T20:35:07.644597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-29T20:35:07.644885] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-29T20:35:07.645726] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-29T20:35:07.645791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:07.645827] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:07.645855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:07.645913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:07.702781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:07.703628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:07.703710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:07.703742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:07.828888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:07.829042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:07.829082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:07.829112] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:07.832540] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-29T20:35:07.832840] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-29T20:35:07.832972] [INFO ] [sig       ] WRLD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:07.980620] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WRLD.txt
[2025-12-29T20:35:07.980764] [INFO ] [sig       ] [3476/3546] Completed WRLD in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 24.2s
[2025-12-29T20:35:07.980809] [INFO ] [sig       ] [3477/3546] Forecasting WSBC...
[2025-12-29T20:35:07.980844] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-29T20:35:07.980881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-29T20:35:07.992432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-29T20:35:07.992818] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-29T20:35:07.993737] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-29T20:35:07.993791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:07.993869] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:07.993899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:07.993964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:08.081899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:08.082791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:08.082875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:08.082908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:08.204019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:08.204226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:08.204268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:08.204296] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:08.207751] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-29T20:35:08.208077] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-29T20:35:08.208211] [INFO ] [sig       ] WSBC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:08.361498] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WSBC.txt
[2025-12-29T20:35:08.361646] [INFO ] [sig       ] [3477/3546] Completed WSBC in 0.4s | 2.89 sym/s | Total: 20.1m | ETA: 23.9s
[2025-12-29T20:35:08.361687] [INFO ] [sig       ] [3478/3546] Forecasting WSBF...
[2025-12-29T20:35:08.361717] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-29T20:35:08.361747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-29T20:35:08.372976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-29T20:35:08.373386] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-29T20:35:08.374235] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-29T20:35:08.374289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:08.374320] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:08.374347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:08.374404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:08.430719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:08.431628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:08.431712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:08.431745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:08.553145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:08.553306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:08.553347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:08.553375] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:08.556750] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-29T20:35:08.557035] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-29T20:35:08.557164] [INFO ] [sig       ] WSBF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:08.699294] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WSBF.txt
[2025-12-29T20:35:08.699457] [INFO ] [sig       ] [3478/3546] Completed WSBF in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 23.5s
[2025-12-29T20:35:08.699497] [INFO ] [sig       ] [3479/3546] Forecasting WSC...
[2025-12-29T20:35:08.699526] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-29T20:35:08.699558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-29T20:35:08.710636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-29T20:35:08.711017] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-29T20:35:08.711858] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-29T20:35:08.711910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:08.711942] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:08.711969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:08.712030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:08.769765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:08.770666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:08.770752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:08.770785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:08.897214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:08.897368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:08.897405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:08.897434] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:08.900895] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-12-29T20:35:08.901170] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-29T20:35:08.901295] [INFO ] [sig       ] WSC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:09.041503] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WSC.txt
[2025-12-29T20:35:09.041659] [INFO ] [sig       ] [3479/3546] Completed WSC in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 23.2s
[2025-12-29T20:35:09.041712] [INFO ] [sig       ] [3480/3546] Forecasting WSFS...
[2025-12-29T20:35:09.041742] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-29T20:35:09.041773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-29T20:35:09.052378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-29T20:35:09.052668] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-29T20:35:09.053451] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-29T20:35:09.053503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:09.053534] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:09.053566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:09.053655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:09.115041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:09.115901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:09.115984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:09.116017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:09.231861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:09.232016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:09.232055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:09.232122] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:09.235640] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-29T20:35:09.235922] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-29T20:35:09.236050] [INFO ] [sig       ] WSFS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:09.377141] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WSFS.txt
[2025-12-29T20:35:09.377271] [INFO ] [sig       ] [3480/3546] Completed WSFS in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 22.9s
[2025-12-29T20:35:09.377309] [INFO ] [sig       ] [3481/3546] Forecasting WSM...
[2025-12-29T20:35:09.377338] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-29T20:35:09.377368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-29T20:35:09.387933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-29T20:35:09.388209] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-29T20:35:09.389056] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-29T20:35:09.389120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:09.389154] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:09.389181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:09.389239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:09.446971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:09.447841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:09.447930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:09.447961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:09.567655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:09.567808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:09.567847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:09.567877] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:09.571881] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=81.88%)
[2025-12-29T20:35:09.572161] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-29T20:35:09.572294] [INFO ] [sig       ] WSM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:09.715392] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WSM.txt
[2025-12-29T20:35:09.715531] [INFO ] [sig       ] [3481/3546] Completed WSM in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 22.5s
[2025-12-29T20:35:09.715589] [INFO ] [sig       ] [3482/3546] Forecasting WSO...
[2025-12-29T20:35:09.715633] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-29T20:35:09.715668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-29T20:35:09.725897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-29T20:35:09.726196] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-29T20:35:09.727065] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-29T20:35:09.727120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:09.727153] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:09.727180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:09.727240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:09.785067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:09.785814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:09.785894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:09.785928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:09.907901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:09.908059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:09.908097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:09.908126] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:09.911540] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-29T20:35:09.911831] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-29T20:35:09.911961] [INFO ] [sig       ] WSO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:10.055685] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WSO.txt
[2025-12-29T20:35:10.055817] [INFO ] [sig       ] [3482/3546] Completed WSO in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 22.2s
[2025-12-29T20:35:10.055856] [INFO ] [sig       ] [3483/3546] Forecasting WTBA...
[2025-12-29T20:35:10.055886] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-29T20:35:10.055916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-29T20:35:10.065869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-29T20:35:10.066158] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-29T20:35:10.066968] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-29T20:35:10.067020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:10.067051] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:10.067077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:10.067135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:10.125081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:10.125863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:10.125950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:10.125983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:10.244043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:10.244197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:10.244237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:10.244267] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:10.247729] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-29T20:35:10.248009] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-29T20:35:10.248134] [INFO ] [sig       ] WTBA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:10.391746] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WTBA.txt
[2025-12-29T20:35:10.391909] [INFO ] [sig       ] [3483/3546] Completed WTBA in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 21.8s
[2025-12-29T20:35:10.391949] [INFO ] [sig       ] [3484/3546] Forecasting WTFC...
[2025-12-29T20:35:10.391978] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-29T20:35:10.392007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-29T20:35:10.403263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-29T20:35:10.403674] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-29T20:35:10.404530] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-29T20:35:10.404617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:10.404665] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:10.404696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:10.404756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:10.464167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:10.465034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:10.465121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:10.465154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:10.584486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:10.584654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:10.584694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:10.584721] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:10.588041] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-12-29T20:35:10.588311] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-29T20:35:10.588436] [INFO ] [sig       ] WTFC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:10.728584] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WTFC.txt
[2025-12-29T20:35:10.728723] [INFO ] [sig       ] [3484/3546] Completed WTFC in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 21.5s
[2025-12-29T20:35:10.728786] [INFO ] [sig       ] [3485/3546] Forecasting WTI...
[2025-12-29T20:35:10.728821] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-29T20:35:10.728850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-29T20:35:10.739276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-29T20:35:10.739596] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-29T20:35:10.740392] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-29T20:35:10.740444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:10.740476] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:10.740502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:10.740570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:10.797899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:10.798656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:10.798736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:10.798788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:10.916604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:10.916757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:10.916797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:10.916826] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:10.920211] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-12-29T20:35:10.920495] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-29T20:35:10.920646] [INFO ] [sig       ] WTI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:11.065914] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WTI.txt
[2025-12-29T20:35:11.066069] [INFO ] [sig       ] [3485/3546] Completed WTI in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 21.1s
[2025-12-29T20:35:11.066107] [INFO ] [sig       ] [3486/3546] Forecasting WTRG...
[2025-12-29T20:35:11.066136] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-29T20:35:11.066167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-29T20:35:11.077352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-29T20:35:11.077779] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-29T20:35:11.078658] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-29T20:35:11.078716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:11.078748] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:11.078807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:11.078868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:11.136917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:11.137793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:11.137896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:11.137931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:11.255610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:11.255763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:11.255801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:11.255829] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:11.259162] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2025-12-29T20:35:11.259429] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-29T20:35:11.259570] [INFO ] [sig       ] WTRG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:11.399065] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WTRG.txt
[2025-12-29T20:35:11.399199] [INFO ] [sig       ] [3486/3546] Completed WTRG in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 20.8s
[2025-12-29T20:35:11.399237] [INFO ] [sig       ] [3487/3546] Forecasting WTS...
[2025-12-29T20:35:11.399267] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-29T20:35:11.399296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-29T20:35:11.409466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-29T20:35:11.409888] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-29T20:35:11.410715] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-29T20:35:11.410768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:11.410799] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:11.410826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:11.410882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:11.467430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:11.468288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:11.468423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:11.468474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:11.598323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:11.598470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:11.598511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:11.598540] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:11.601969] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-12-29T20:35:11.602240] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-29T20:35:11.602363] [INFO ] [sig       ] WTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:11.741875] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WTS.txt
[2025-12-29T20:35:11.742013] [INFO ] [sig       ] [3487/3546] Completed WTS in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 20.4s
[2025-12-29T20:35:11.742050] [INFO ] [sig       ] [3488/3546] Forecasting WULF...
[2025-12-29T20:35:11.742080] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-29T20:35:11.742109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-29T20:35:11.753128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-29T20:35:11.753448] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-29T20:35:11.754352] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-29T20:35:11.754407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:11.754440] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:11.754467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:11.754527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:11.811935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:11.812685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:11.812765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:11.812800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:11.931515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:11.931676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:11.931737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:11.931767] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:11.935096] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=45.64%)
[2025-12-29T20:35:11.935365] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-29T20:35:11.935486] [INFO ] [sig       ] WULF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:12.075516] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WULF.txt
[2025-12-29T20:35:12.075677] [INFO ] [sig       ] [3488/3546] Completed WULF in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 20.1s
[2025-12-29T20:35:12.075720] [INFO ] [sig       ] [3489/3546] Forecasting WVE...
[2025-12-29T20:35:12.075751] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-29T20:35:12.075780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-29T20:35:12.086393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-29T20:35:12.086716] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-29T20:35:12.087728] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-29T20:35:12.087781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:12.087812] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:12.087839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:12.087896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:12.144932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:12.145701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:12.145787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:12.145819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:12.266674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:12.266828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:12.266867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:12.266894] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:12.270219] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-29T20:35:12.270488] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-29T20:35:12.270632] [INFO ] [sig       ] WVE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:12.410911] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WVE.txt
[2025-12-29T20:35:12.411051] [INFO ] [sig       ] [3489/3546] Completed WVE in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 19.7s
[2025-12-29T20:35:12.411089] [INFO ] [sig       ] [3490/3546] Forecasting WWD...
[2025-12-29T20:35:12.411120] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-29T20:35:12.411149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-29T20:35:12.422022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-29T20:35:12.422383] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-29T20:35:12.423222] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-29T20:35:12.423276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:12.423309] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:12.423336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:12.423398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:12.494879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:12.495838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:12.495942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:12.495976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:12.631988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:12.632159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:12.632205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:12.632235] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:12.635963] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=58.82%)
[2025-12-29T20:35:12.636466] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-29T20:35:12.636614] [INFO ] [sig       ] WWD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:12.777066] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WWD.txt
[2025-12-29T20:35:12.777234] [INFO ] [sig       ] [3490/3546] Completed WWD in 0.4s | 2.89 sym/s | Total: 20.1m | ETA: 19.4s
[2025-12-29T20:35:12.777277] [INFO ] [sig       ] [3491/3546] Forecasting WY...
[2025-12-29T20:35:12.777306] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-29T20:35:12.777337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-29T20:35:12.788483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-29T20:35:12.788912] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-29T20:35:12.789824] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-29T20:35:12.789879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:12.789912] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:12.789939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:12.789997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:12.848861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:12.849651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:12.849734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:12.849766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:12.965167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:12.965322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:12.965364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:12.965394] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:12.968820] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-29T20:35:12.969099] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-29T20:35:12.969227] [INFO ] [sig       ] WY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:13.110869] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/WY.txt
[2025-12-29T20:35:13.111004] [INFO ] [sig       ] [3491/3546] Completed WY in 0.3s | 2.89 sym/s | Total: 20.1m | ETA: 19.0s
[2025-12-29T20:35:13.111043] [INFO ] [sig       ] [3492/3546] Forecasting WYNN...
[2025-12-29T20:35:13.111072] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-29T20:35:13.111101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-29T20:35:13.121744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-29T20:35:13.122080] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-29T20:35:13.122887] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-29T20:35:13.122941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:13.122986] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:13.123017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:13.123075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:13.181446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:13.182160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:13.182240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:13.182274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:13.302759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:13.302914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:13.302952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:13.302979] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:13.306339] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-29T20:35:13.306628] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-29T20:35:13.306754] [INFO ] [sig       ] WYNN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:13.451887] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/WYNN.txt
[2025-12-29T20:35:13.452028] [INFO ] [sig       ] [3492/3546] Completed WYNN in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 18.7s
[2025-12-29T20:35:13.452067] [INFO ] [sig       ] [3493/3546] Forecasting XBIL...
[2025-12-29T20:35:13.452103] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-29T20:35:13.452131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-29T20:35:13.462563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-29T20:35:13.462887] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-29T20:35:13.463699] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-29T20:35:13.463751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:13.463783] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:13.463809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:13.463866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:13.520332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:13.521092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:13.521171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:13.521202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:13.612085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:13.612238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:13.612278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:13.612307] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:13.615674] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-29T20:35:13.615970] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-29T20:35:13.616096] [INFO ] [sig       ] XBIL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:13.754448] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/XBIL.txt
[2025-12-29T20:35:13.754607] [INFO ] [sig       ] [3493/3546] Completed XBIL in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 18.4s
[2025-12-29T20:35:13.754648] [INFO ] [sig       ] [3494/3546] Forecasting XEL...
[2025-12-29T20:35:13.754678] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-29T20:35:13.754706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-29T20:35:13.764620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-29T20:35:13.764924] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-29T20:35:13.765731] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-29T20:35:13.765783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:13.765837] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:13.765865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:13.765923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:13.822361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:13.823171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:13.823250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:13.823282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:13.944024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:13.944160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:13.944199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:13.944227] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:13.947561] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-29T20:35:13.947848] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-29T20:35:13.947976] [INFO ] [sig       ] XEL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:14.086918] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XEL.txt
[2025-12-29T20:35:14.087055] [INFO ] [sig       ] [3494/3546] Completed XEL in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 18.0s
[2025-12-29T20:35:14.087094] [INFO ] [sig       ] [3495/3546] Forecasting XENE...
[2025-12-29T20:35:14.087124] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-29T20:35:14.087153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-29T20:35:14.098215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-29T20:35:14.098626] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-29T20:35:14.099463] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-29T20:35:14.099516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:14.099548] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:14.099592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:14.099653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:14.159878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:14.160828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:14.160911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:14.160966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:14.281020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:14.281190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:14.281230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:14.281257] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:14.284761] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-29T20:35:14.285105] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-29T20:35:14.285248] [INFO ] [sig       ] XENE: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:14.431379] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XENE.txt
[2025-12-29T20:35:14.431547] [INFO ] [sig       ] [3495/3546] Completed XENE in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 17.7s
[2025-12-29T20:35:14.431614] [INFO ] [sig       ] [3496/3546] Forecasting XERS...
[2025-12-29T20:35:14.431652] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-29T20:35:14.431692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-29T20:35:14.445848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-29T20:35:14.446301] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-29T20:35:14.447421] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-29T20:35:14.447489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:14.447535] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:14.447593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:14.447716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:14.510528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:14.511406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:14.511513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:14.511547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:14.627727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:14.627885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:14.627924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:14.627952] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:14.631327] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-29T20:35:14.631625] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-29T20:35:14.631755] [INFO ] [sig       ] XERS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:14.772722] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XERS.txt
[2025-12-29T20:35:14.772880] [INFO ] [sig       ] [3496/3546] Completed XERS in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 17.3s
[2025-12-29T20:35:14.772920] [INFO ] [sig       ] [3497/3546] Forecasting XGN...
[2025-12-29T20:35:14.772951] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-29T20:35:14.772982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-29T20:35:14.783473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-29T20:35:14.783899] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-29T20:35:14.784774] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-29T20:35:14.784828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:14.784862] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:14.784890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:14.784950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:14.842861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:14.843960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:14.844052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:14.844086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:14.966489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:14.966667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:14.966708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:14.966772] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:14.970318] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-29T20:35:14.970664] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-29T20:35:14.970804] [INFO ] [sig       ] XGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:15.114444] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XGN.txt
[2025-12-29T20:35:15.114642] [INFO ] [sig       ] [3497/3546] Completed XGN in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 17.0s
[2025-12-29T20:35:15.114689] [INFO ] [sig       ] [3498/3546] Forecasting XOM...
[2025-12-29T20:35:15.114722] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-29T20:35:15.114753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-29T20:35:15.126129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-29T20:35:15.126487] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-29T20:35:15.127307] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-29T20:35:15.127361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:15.127391] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:15.127418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:15.127476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:15.184081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:15.184966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:15.185052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:15.185087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:15.312455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:15.312650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:15.312698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:15.312728] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:15.316326] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-29T20:35:15.316629] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-29T20:35:15.316766] [INFO ] [sig       ] XOM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:15.457128] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XOM.txt
[2025-12-29T20:35:15.457283] [INFO ] [sig       ] [3498/3546] Completed XOM in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 16.6s
[2025-12-29T20:35:15.457323] [INFO ] [sig       ] [3499/3546] Forecasting XOMA...
[2025-12-29T20:35:15.457354] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-29T20:35:15.457383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-29T20:35:15.467039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-29T20:35:15.467339] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-29T20:35:15.468216] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-29T20:35:15.468270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:15.468301] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:15.468327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:15.468386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:15.525308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:15.526110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:15.526191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:15.526223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:15.652754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:15.652908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:15.652948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:15.652995] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:15.656376] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-29T20:35:15.656667] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-29T20:35:15.656792] [INFO ] [sig       ] XOMA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:15.797014] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/XOMA.txt
[2025-12-29T20:35:15.797148] [INFO ] [sig       ] [3499/3546] Completed XOMA in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 16.3s
[2025-12-29T20:35:15.797370] [INFO ] [sig       ] [3500/3546] Forecasting XOS...
[2025-12-29T20:35:15.797399] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-29T20:35:15.797429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-29T20:35:15.807095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-29T20:35:15.807395] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-29T20:35:15.808204] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-29T20:35:15.808256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:15.808287] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:15.808313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:15.808370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:15.866099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:15.866927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:15.867014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:15.867048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:15.989317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:15.989470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:15.989509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:15.989540] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:15.993260] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=33.03%)
[2025-12-29T20:35:15.993541] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-29T20:35:15.993689] [INFO ] [sig       ] XOS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:16.134544] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XOS.txt
[2025-12-29T20:35:16.134712] [INFO ] [sig       ] [3500/3546] Completed XOS in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 15.9s
[2025-12-29T20:35:16.134752] [INFO ] [sig       ] [3501/3546] Forecasting XP...
[2025-12-29T20:35:16.134782] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-29T20:35:16.134812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-29T20:35:16.145422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-29T20:35:16.145769] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-29T20:35:16.146601] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-29T20:35:16.146662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:16.146724] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:16.146760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:16.146821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:16.205818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:16.206653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:16.206737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:16.206770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:16.333158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:16.333312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:16.333353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:16.333382] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:16.336868] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-12-29T20:35:16.337227] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-29T20:35:16.337368] [INFO ] [sig       ] XP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:16.477363] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/XP.txt
[2025-12-29T20:35:16.477505] [INFO ] [sig       ] [3501/3546] Completed XP in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 15.6s
[2025-12-29T20:35:16.477545] [INFO ] [sig       ] [3502/3546] Forecasting XPEL...
[2025-12-29T20:35:16.477593] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-29T20:35:16.477626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-29T20:35:16.487611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-29T20:35:16.487948] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-29T20:35:16.488855] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-29T20:35:16.488909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:16.488943] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:16.488970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:16.489027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:16.547562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:16.548481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:16.548568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:16.548620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:16.667257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:16.667419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:16.667459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:16.667488] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:16.670872] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=61.49%)
[2025-12-29T20:35:16.671148] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-29T20:35:16.671273] [INFO ] [sig       ] XPEL: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:16.809160] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/XPEL.txt
[2025-12-29T20:35:16.809297] [INFO ] [sig       ] [3502/3546] Completed XPEL in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 15.2s
[2025-12-29T20:35:16.809335] [INFO ] [sig       ] [3503/3546] Forecasting XPO...
[2025-12-29T20:35:16.809364] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-29T20:35:16.809394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-29T20:35:16.820251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-29T20:35:16.820603] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-29T20:35:16.821551] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-29T20:35:16.821623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:16.821655] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:16.821681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:16.821751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:16.878224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:16.879071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:16.879154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:16.879185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:17.007386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:17.007545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:17.007604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:17.007637] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:17.011349] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-29T20:35:17.011709] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-29T20:35:17.011866] [INFO ] [sig       ] XPO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:17.164722] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XPO.txt
[2025-12-29T20:35:17.164874] [INFO ] [sig       ] [3503/3546] Completed XPO in 0.4s | 2.89 sym/s | Total: 20.2m | ETA: 14.9s
[2025-12-29T20:35:17.164916] [INFO ] [sig       ] [3504/3546] Forecasting XPOF...
[2025-12-29T20:35:17.164947] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-29T20:35:17.164979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-29T20:35:17.175839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-29T20:35:17.176155] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-29T20:35:17.176989] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-29T20:35:17.177052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:17.177098] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:17.177140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:17.177224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:17.238951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:17.239868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:17.240008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:17.240054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:17.374801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:17.375090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:17.375143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:17.375188] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:17.379405] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=17.05%)
[2025-12-29T20:35:17.379765] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-29T20:35:17.379928] [INFO ] [sig       ] XPOF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:17.532530] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XPOF.txt
[2025-12-29T20:35:17.532700] [INFO ] [sig       ] [3504/3546] Completed XPOF in 0.4s | 2.89 sym/s | Total: 20.2m | ETA: 14.5s
[2025-12-29T20:35:17.532741] [INFO ] [sig       ] [3505/3546] Forecasting XPRO...
[2025-12-29T20:35:17.532774] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-29T20:35:17.532805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-29T20:35:17.543856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-29T20:35:17.544181] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-29T20:35:17.545048] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-29T20:35:17.545114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:17.545147] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:17.545174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:17.545233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:17.605498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:17.606402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:17.606490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:17.606524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:17.722834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:17.722999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:17.723038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:17.723065] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:17.726446] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-29T20:35:17.726757] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-29T20:35:17.726892] [INFO ] [sig       ] XPRO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:17.866195] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XPRO.txt
[2025-12-29T20:35:17.866336] [INFO ] [sig       ] [3505/3546] Completed XPRO in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 14.2s
[2025-12-29T20:35:17.866376] [INFO ] [sig       ] [3506/3546] Forecasting XRAY...
[2025-12-29T20:35:17.866405] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-29T20:35:17.866434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-29T20:35:17.877518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-29T20:35:17.877876] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-29T20:35:17.878687] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-29T20:35:17.878738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:17.878794] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:17.878823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:17.878881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:17.934425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:17.935237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:17.935320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:17.935352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:18.055790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:18.055961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:18.056006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:18.056037] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:18.063526] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-29T20:35:18.064007] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-29T20:35:18.064188] [INFO ] [sig       ] XRAY: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:18.215614] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/XRAY.txt
[2025-12-29T20:35:18.215768] [INFO ] [sig       ] [3506/3546] Completed XRAY in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 13.9s
[2025-12-29T20:35:18.215808] [INFO ] [sig       ] [3507/3546] Forecasting XRX...
[2025-12-29T20:35:18.215838] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-29T20:35:18.215867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-29T20:35:18.226783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-29T20:35:18.227149] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-29T20:35:18.228090] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-29T20:35:18.228144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:18.228178] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:18.228205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:18.228264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:18.291642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:18.292493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:18.292603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:18.292641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:18.422208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:18.422361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:18.422402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:18.422433] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:18.425892] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-29T20:35:18.426190] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-29T20:35:18.426327] [INFO ] [sig       ] XRX: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:18.579637] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XRX.txt
[2025-12-29T20:35:18.579820] [INFO ] [sig       ] [3507/3546] Completed XRX in 0.4s | 2.89 sym/s | Total: 20.2m | ETA: 13.5s
[2025-12-29T20:35:18.579870] [INFO ] [sig       ] [3508/3546] Forecasting XTIA...
[2025-12-29T20:35:18.579903] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-29T20:35:18.579934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-29T20:35:18.593351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-29T20:35:18.593881] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-29T20:35:18.594787] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-29T20:35:18.594842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:18.594876] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:18.594903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:18.594961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:18.652669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:18.653633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:18.653725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:18.653757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:18.778990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:18.779154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:18.779196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:18.779223] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:18.782625] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-29T20:35:18.782909] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-29T20:35:18.783037] [INFO ] [sig       ] XTIA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:18.922865] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XTIA.txt
[2025-12-29T20:35:18.923034] [INFO ] [sig       ] [3508/3546] Completed XTIA in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 13.2s
[2025-12-29T20:35:18.923077] [INFO ] [sig       ] [3509/3546] Forecasting XYF...
[2025-12-29T20:35:18.923109] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-29T20:35:18.923139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-29T20:35:18.933629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-29T20:35:18.933937] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-29T20:35:18.934741] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-29T20:35:18.934793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:18.934824] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:18.934851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:18.934909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:18.991456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:18.992332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:18.992414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:18.992446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:19.109479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:19.109657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:19.109699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:19.109727] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:19.113064] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-29T20:35:19.113339] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-29T20:35:19.113461] [INFO ] [sig       ] XYF: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:19.256270] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XYF.txt
[2025-12-29T20:35:19.256440] [INFO ] [sig       ] [3509/3546] Completed XYF in 0.3s | 2.89 sym/s | Total: 20.2m | ETA: 12.8s
[2025-12-29T20:35:19.256478] [INFO ] [sig       ] [3510/3546] Forecasting XYL...
[2025-12-29T20:35:19.256509] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-29T20:35:19.256538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-29T20:35:19.267553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-29T20:35:19.267907] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-29T20:35:19.268705] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-29T20:35:19.268757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:19.268809] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:19.268837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:19.268894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:19.324974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:19.325876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:19.325961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:19.325993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:19.444990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:19.445147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:19.445186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:19.445215] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:19.448549] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-12-29T20:35:19.448884] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-29T20:35:19.449016] [INFO ] [sig       ] XYL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:19.590697] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/XYL.txt
[2025-12-29T20:35:19.590883] [INFO ] [sig       ] [3510/3546] Completed XYL in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 12.5s
[2025-12-29T20:35:19.590931] [INFO ] [sig       ] [3511/3546] Forecasting YALA...
[2025-12-29T20:35:19.590964] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-29T20:35:19.590995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-29T20:35:19.601745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-29T20:35:19.602073] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-29T20:35:19.602911] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-29T20:35:19.602964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:19.603024] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:19.603053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:19.603113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:19.659407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:19.660305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:19.660387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:19.660419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:19.778728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:19.778911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:19.778952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:19.778984] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:19.782381] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=34.01%)
[2025-12-29T20:35:19.782683] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-29T20:35:19.782814] [INFO ] [sig       ] YALA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:19.927641] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/YALA.txt
[2025-12-29T20:35:19.927838] [INFO ] [sig       ] [3511/3546] Completed YALA in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 12.1s
[2025-12-29T20:35:19.927880] [INFO ] [sig       ] [3512/3546] Forecasting YELP...
[2025-12-29T20:35:19.927912] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-29T20:35:19.927942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-29T20:35:19.939395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-29T20:35:19.939826] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-29T20:35:19.940749] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-29T20:35:19.940804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:19.940835] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:19.940861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:19.940918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:19.997689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:19.998540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:19.998639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:19.998673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:20.121891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:20.122070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:20.122112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:20.122140] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:20.125481] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-29T20:35:20.125770] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-29T20:35:20.125896] [INFO ] [sig       ] YELP: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:20.265014] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/YELP.txt
[2025-12-29T20:35:20.265171] [INFO ] [sig       ] [3512/3546] Completed YELP in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 11.8s
[2025-12-29T20:35:20.265216] [INFO ] [sig       ] [3513/3546] Forecasting YETI...
[2025-12-29T20:35:20.265248] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-29T20:35:20.265277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-29T20:35:20.277342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-29T20:35:20.277756] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-29T20:35:20.278658] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-29T20:35:20.278713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:20.278748] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:20.278801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:20.278864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:20.336019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:20.336960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:20.337048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:20.337081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:20.462744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:20.462914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:20.462954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:20.462983] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:20.466636] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-29T20:35:20.467011] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-29T20:35:20.467163] [INFO ] [sig       ] YETI: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:20.615790] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/YETI.txt
[2025-12-29T20:35:20.615953] [INFO ] [sig       ] [3513/3546] Completed YETI in 0.4s | 2.89 sym/s | Total: 20.3m | ETA: 11.4s
[2025-12-29T20:35:20.615995] [INFO ] [sig       ] [3514/3546] Forecasting YMM...
[2025-12-29T20:35:20.616028] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-29T20:35:20.616060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-29T20:35:20.626814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-29T20:35:20.627178] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-29T20:35:20.628061] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-29T20:35:20.628121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:20.628155] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:20.628183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:20.628242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:20.687520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:20.688479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:20.688567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:20.688620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:20.810463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:20.810628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:20.810669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:20.810734] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:20.814381] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-29T20:35:20.814690] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-29T20:35:20.814822] [INFO ] [sig       ] YMM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:20.961453] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/YMM.txt
[2025-12-29T20:35:20.961602] [INFO ] [sig       ] [3514/3546] Completed YMM in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 11.1s
[2025-12-29T20:35:20.961643] [INFO ] [sig       ] [3515/3546] Forecasting YPF...
[2025-12-29T20:35:20.961672] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-29T20:35:20.961702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-29T20:35:20.971889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-29T20:35:20.972194] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-29T20:35:20.973039] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-29T20:35:20.973093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:20.973125] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:20.973152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:20.973211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:21.030969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:21.031715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:21.031796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:21.031827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:21.155949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:21.156115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:21.156165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:21.156196] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:21.159668] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-29T20:35:21.159953] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-29T20:35:21.160083] [INFO ] [sig       ] YPF: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:21.303301] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/YPF.txt
[2025-12-29T20:35:21.303457] [INFO ] [sig       ] [3515/3546] Completed YPF in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 10.7s
[2025-12-29T20:35:21.303497] [INFO ] [sig       ] [3516/3546] Forecasting YQQQ...
[2025-12-29T20:35:21.303528] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-29T20:35:21.303560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-29T20:35:21.316826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-29T20:35:21.317265] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-29T20:35:21.318297] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-29T20:35:21.318362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:21.318419] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:21.318456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:21.318541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:21.394187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:21.395232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:21.395328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:21.395364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:21.517648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:21.517809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:21.517848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:21.517877] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:21.521302] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-12-29T20:35:21.521596] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-29T20:35:21.521723] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:21.661118] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/YQQQ.txt
[2025-12-29T20:35:21.661281] [INFO ] [sig       ] [3516/3546] Completed YQQQ in 0.4s | 2.89 sym/s | Total: 20.3m | ETA: 10.4s
[2025-12-29T20:35:21.661321] [INFO ] [sig       ] [3517/3546] Forecasting YRD...
[2025-12-29T20:35:21.661351] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-29T20:35:21.661382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-29T20:35:21.673137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-29T20:35:21.673590] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-29T20:35:21.674424] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-29T20:35:21.674477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:21.674509] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:21.674536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:21.674610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:21.733288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:21.734061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:21.734147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:21.734178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:21.854247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:21.854402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:21.854442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:21.854470] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:21.857888] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-29T20:35:21.858166] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-29T20:35:21.858292] [INFO ] [sig       ] YRD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:21.998535] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/YRD.txt
[2025-12-29T20:35:21.998698] [INFO ] [sig       ] [3517/3546] Completed YRD in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 10.0s
[2025-12-29T20:35:21.998736] [INFO ] [sig       ] [3518/3546] Forecasting YSG...
[2025-12-29T20:35:21.998783] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-29T20:35:21.998816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-29T20:35:22.008832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-29T20:35:22.009137] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-29T20:35:22.009958] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-29T20:35:22.010009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:22.010041] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:22.010067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:22.010125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:22.068040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:22.068728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:22.068817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:22.068850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:22.187274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:22.187448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:22.187496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:22.187525] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:22.191063] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-12-29T20:35:22.191342] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-29T20:35:22.191472] [INFO ] [sig       ] YSG: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:22.330989] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/YSG.txt
[2025-12-29T20:35:22.331114] [INFO ] [sig       ] [3518/3546] Completed YSG in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 9.7s
[2025-12-29T20:35:22.331152] [INFO ] [sig       ] [3519/3546] Forecasting YTRA...
[2025-12-29T20:35:22.331180] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-29T20:35:22.331209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-29T20:35:22.342358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-29T20:35:22.342710] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-29T20:35:22.343524] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-29T20:35:22.343596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:22.343630] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:22.343656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:22.343713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:22.400942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:22.401858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:22.401946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:22.401979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:22.525032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:22.525190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:22.525234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:22.525264] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:22.528742] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-12-29T20:35:22.529075] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-29T20:35:22.529208] [INFO ] [sig       ] YTRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:22.673951] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/YTRA.txt
[2025-12-29T20:35:22.674128] [INFO ] [sig       ] [3519/3546] Completed YTRA in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 9.3s
[2025-12-29T20:35:22.674204] [INFO ] [sig       ] [3520/3546] Forecasting YUM...
[2025-12-29T20:35:22.674240] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-29T20:35:22.674310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-29T20:35:22.685851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-29T20:35:22.686316] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-29T20:35:22.687390] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-29T20:35:22.687453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:22.687486] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:22.687512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:22.687569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:22.745528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:22.746384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:22.746471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:22.746507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:22.864795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:22.864951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:22.864991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:22.865018] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:22.868370] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-12-29T20:35:22.868661] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-29T20:35:22.868811] [INFO ] [sig       ] YUM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:23.012950] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/YUM.txt
[2025-12-29T20:35:23.013109] [INFO ] [sig       ] [3520/3546] Completed YUM in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 9.0s
[2025-12-29T20:35:23.013150] [INFO ] [sig       ] [3521/3546] Forecasting YUMC...
[2025-12-29T20:35:23.013178] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-29T20:35:23.013207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-29T20:35:23.024630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-29T20:35:23.025092] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-29T20:35:23.026009] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-29T20:35:23.026071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:23.026105] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:23.026132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:23.026192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:23.084517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:23.085407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:23.085522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:23.085555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:23.206263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:23.206416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:23.206456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:23.206484] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:23.209906] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-29T20:35:23.210177] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-29T20:35:23.210321] [INFO ] [sig       ] YUMC: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:23.349704] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/YUMC.txt
[2025-12-29T20:35:23.349849] [INFO ] [sig       ] [3521/3546] Completed YUMC in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 8.7s
[2025-12-29T20:35:23.349887] [INFO ] [sig       ] [3522/3546] Forecasting Z...
[2025-12-29T20:35:23.349918] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-29T20:35:23.349948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-29T20:35:23.360913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-29T20:35:23.361261] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-29T20:35:23.362108] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-29T20:35:23.362162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:23.362195] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:23.362223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:23.362283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:23.423896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:23.425072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:23.425186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:23.425235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:23.550965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:23.551148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:23.551194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:23.551225] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:23.554735] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=78.15%)
[2025-12-29T20:35:23.555020] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-29T20:35:23.555146] [INFO ] [sig       ] Z: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:23.698370] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/Z.txt
[2025-12-29T20:35:23.698530] [INFO ] [sig       ] [3522/3546] Completed Z in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 8.3s
[2025-12-29T20:35:23.698597] [INFO ] [sig       ] [3523/3546] Forecasting ZBH...
[2025-12-29T20:35:23.698630] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-29T20:35:23.698662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-29T20:35:23.709356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-29T20:35:23.709653] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-29T20:35:23.710437] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-29T20:35:23.710489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:23.710521] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:23.710548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:23.710629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:23.768641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:23.769537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:23.769641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:23.769676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:23.887483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:23.887674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:23.887716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:23.887761] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:23.891131] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2025-12-29T20:35:23.891424] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-29T20:35:23.891548] [INFO ] [sig       ] ZBH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:24.038257] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ZBH.txt
[2025-12-29T20:35:24.038430] [INFO ] [sig       ] [3523/3546] Completed ZBH in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 8.0s
[2025-12-29T20:35:24.038472] [INFO ] [sig       ] [3524/3546] Forecasting ZBIO...
[2025-12-29T20:35:24.038503] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-29T20:35:24.038533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-29T20:35:24.049417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-29T20:35:24.049770] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-29T20:35:24.050655] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-29T20:35:24.050711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:24.050744] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:24.050771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:24.050829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:24.107074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:24.107899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:24.107987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:24.108019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:24.229336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:24.229504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:24.229546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:24.229601] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:24.233063] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-12-29T20:35:24.233349] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-29T20:35:24.233477] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:24.373852] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZBIO.txt
[2025-12-29T20:35:24.374058] [INFO ] [sig       ] [3524/3546] Completed ZBIO in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 7.6s
[2025-12-29T20:35:24.374124] [INFO ] [sig       ] [3525/3546] Forecasting ZBRA...
[2025-12-29T20:35:24.374164] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-29T20:35:24.374205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-29T20:35:24.385131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-29T20:35:24.385466] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-29T20:35:24.386330] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-29T20:35:24.386386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:24.386419] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:24.386447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:24.386506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:24.442775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:24.443446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:24.443526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:24.443590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:24.564882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:24.565033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:24.565074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:24.565101] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:24.568457] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-29T20:35:24.568746] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-29T20:35:24.568908] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:24.707210] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZBRA.txt
[2025-12-29T20:35:24.707368] [INFO ] [sig       ] [3525/3546] Completed ZBRA in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 7.3s
[2025-12-29T20:35:24.707408] [INFO ] [sig       ] [3526/3546] Forecasting ZD...
[2025-12-29T20:35:24.707438] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-29T20:35:24.707468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-29T20:35:24.717517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-29T20:35:24.717865] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-29T20:35:24.718666] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-29T20:35:24.718718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:24.718749] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:24.718798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:24.718857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:24.774952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:24.775649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:24.775733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:24.775767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:24.898004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:24.898166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:24.898212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:24.898242] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:24.901821] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-29T20:35:24.902097] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-29T20:35:24.902227] [INFO ] [sig       ] ZD: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:25.045873] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ZD.txt
[2025-12-29T20:35:25.046008] [INFO ] [sig       ] [3526/3546] Completed ZD in 0.3s | 2.89 sym/s | Total: 20.3m | ETA: 6.9s
[2025-12-29T20:35:25.046048] [INFO ] [sig       ] [3527/3546] Forecasting ZEPP...
[2025-12-29T20:35:25.046077] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-29T20:35:25.046106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-29T20:35:25.056639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-29T20:35:25.056991] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-29T20:35:25.057886] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-29T20:35:25.057959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:25.057997] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:25.058035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:25.058096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:25.117280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:25.117985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:25.118066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:25.118098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:25.230559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:25.230732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:25.230772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:25.230803] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:25.234216] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-29T20:35:25.234495] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-29T20:35:25.234641] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:25.374093] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZEPP.txt
[2025-12-29T20:35:25.374223] [INFO ] [sig       ] [3527/3546] Completed ZEPP in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 6.6s
[2025-12-29T20:35:25.374262] [INFO ] [sig       ] [3528/3546] Forecasting ZETA...
[2025-12-29T20:35:25.374292] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-29T20:35:25.374320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-29T20:35:25.384616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-29T20:35:25.384925] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-29T20:35:25.385740] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-29T20:35:25.385792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:25.385849] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:25.385877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:25.385936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:25.442722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:25.443446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:25.443528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:25.443561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:25.564973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:25.565120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:25.565160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:25.565188] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:25.568495] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=35.75%)
[2025-12-29T20:35:25.568808] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-29T20:35:25.568941] [INFO ] [sig       ] ZETA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:25.709324] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZETA.txt
[2025-12-29T20:35:25.709459] [INFO ] [sig       ] [3528/3546] Completed ZETA in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 6.2s
[2025-12-29T20:35:25.709498] [INFO ] [sig       ] [3529/3546] Forecasting ZEUS...
[2025-12-29T20:35:25.709527] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-29T20:35:25.709556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-29T20:35:25.719643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-29T20:35:25.719950] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-29T20:35:25.720764] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-29T20:35:25.720816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:25.720847] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:25.720873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:25.720935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:25.777564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:25.778235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:25.778328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:25.778366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:25.902401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:25.902609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:25.902651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:25.902678] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:25.906135] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-12-29T20:35:25.906412] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-29T20:35:25.906535] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:26.047125] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZEUS.txt
[2025-12-29T20:35:26.047265] [INFO ] [sig       ] [3529/3546] Completed ZEUS in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 5.9s
[2025-12-29T20:35:26.047311] [INFO ] [sig       ] [3530/3546] Forecasting ZGN...
[2025-12-29T20:35:26.047346] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-29T20:35:26.047381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-29T20:35:26.057669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-29T20:35:26.057963] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-29T20:35:26.058784] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-29T20:35:26.058841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:26.058874] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:26.058901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:26.058957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:26.116412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:26.117323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:26.117423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:26.117456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:26.236171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:26.236320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:26.236359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:26.236386] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:26.239770] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-29T20:35:26.240044] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-29T20:35:26.240167] [INFO ] [sig       ] ZGN: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:26.380751] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZGN.txt
[2025-12-29T20:35:26.380908] [INFO ] [sig       ] [3530/3546] Completed ZGN in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 5.5s
[2025-12-29T20:35:26.380946] [INFO ] [sig       ] [3531/3546] Forecasting ZH...
[2025-12-29T20:35:26.380975] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-29T20:35:26.381015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-29T20:35:26.391444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-29T20:35:26.391871] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-29T20:35:26.392854] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-29T20:35:26.392908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:26.392940] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:26.392966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:26.393025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:26.450706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:26.451540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:26.451639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:26.451672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:26.569425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:26.569590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:26.569633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:26.569697] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:26.573200] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-29T20:35:26.573481] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-29T20:35:26.573631] [INFO ] [sig       ] ZH: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:26.719038] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ZH.txt
[2025-12-29T20:35:26.719171] [INFO ] [sig       ] [3531/3546] Completed ZH in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 5.2s
[2025-12-29T20:35:26.719210] [INFO ] [sig       ] [3532/3546] Forecasting ZIM...
[2025-12-29T20:35:26.719239] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-29T20:35:26.719273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-29T20:35:26.730333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-29T20:35:26.730723] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-29T20:35:26.731524] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-29T20:35:26.731597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:26.731633] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:26.731661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:26.731720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:26.789663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:26.790342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:26.790425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:26.790459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:26.912035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:26.912187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:26.912227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:26.912256] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:26.915706] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-12-29T20:35:26.915973] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-29T20:35:26.916100] [INFO ] [sig       ] ZIM: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:27.061700] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ZIM.txt
[2025-12-29T20:35:27.061835] [INFO ] [sig       ] [3532/3546] Completed ZIM in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 4.8s
[2025-12-29T20:35:27.061874] [INFO ] [sig       ] [3533/3546] Forecasting ZION...
[2025-12-29T20:35:27.061903] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-29T20:35:27.061933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-29T20:35:27.071981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-29T20:35:27.072287] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-29T20:35:27.073087] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-29T20:35:27.073139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:27.073171] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:27.073197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:27.073256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:27.130466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:27.131168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:27.131249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:27.131283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:27.256147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:27.256297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:27.256335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:27.256365] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:27.259847] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=35.81%)
[2025-12-29T20:35:27.260120] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-29T20:35:27.260249] [INFO ] [sig       ] ZION: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:27.401813] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZION.txt
[2025-12-29T20:35:27.401947] [INFO ] [sig       ] [3533/3546] Completed ZION in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 4.5s
[2025-12-29T20:35:27.401986] [INFO ] [sig       ] [3534/3546] Forecasting ZIP...
[2025-12-29T20:35:27.402014] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-29T20:35:27.402042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-29T20:35:27.413122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-29T20:35:27.413426] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-29T20:35:27.414245] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-29T20:35:27.414299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:27.414330] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:27.414358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:27.414416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:27.473836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:27.474533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:27.474637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:27.474671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:27.601292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:27.601428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:27.601467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:27.601496] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:27.604962] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-29T20:35:27.605303] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-29T20:35:27.605439] [INFO ] [sig       ] ZIP: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:27.750722] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZIP.txt
[2025-12-29T20:35:27.750868] [INFO ] [sig       ] [3534/3546] Completed ZIP in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 4.2s
[2025-12-29T20:35:27.750907] [INFO ] [sig       ] [3535/3546] Forecasting ZLAB...
[2025-12-29T20:35:27.750936] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-29T20:35:27.750965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-29T20:35:27.761306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-29T20:35:27.761613] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-29T20:35:27.762397] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-29T20:35:27.762448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:27.762480] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:27.762506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:27.762563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:27.821796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:27.822464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:27.822544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:27.822594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:27.943121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:27.943272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:27.943313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:27.943342] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:27.946688] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-12-29T20:35:27.946956] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-29T20:35:27.947078] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:28.091505] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZLAB.txt
[2025-12-29T20:35:28.091668] [INFO ] [sig       ] [3535/3546] Completed ZLAB in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 3.8s
[2025-12-29T20:35:28.091711] [INFO ] [sig       ] [3536/3546] Forecasting ZM...
[2025-12-29T20:35:28.091743] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-29T20:35:28.091774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-29T20:35:28.102071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-29T20:35:28.102397] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-29T20:35:28.103232] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-29T20:35:28.103287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:28.103319] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:28.103346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:28.103404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:28.165179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:28.166028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:28.166112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:28.166145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:28.289016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:28.289194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:28.289234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:28.289262] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:28.292674] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-29T20:35:28.292949] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-29T20:35:28.293076] [INFO ] [sig       ] ZM: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:28.490002] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZM.txt
[2025-12-29T20:35:28.490151] [INFO ] [sig       ] [3536/3546] Completed ZM in 0.4s | 2.89 sym/s | Total: 20.4m | ETA: 3.5s
[2025-12-29T20:35:28.490190] [INFO ] [sig       ] [3537/3546] Forecasting ZNTL...
[2025-12-29T20:35:28.490221] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-29T20:35:28.490252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-29T20:35:28.500968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-29T20:35:28.501267] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-29T20:35:28.502088] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-29T20:35:28.502141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:28.502173] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:28.502199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:28.502258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:28.560554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:28.561270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:28.561353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:28.561385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:28.682022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:28.682178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:28.682219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:28.682248] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:28.685659] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-12-29T20:35:28.685932] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-29T20:35:28.686058] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:28.828384] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZNTL.txt
[2025-12-29T20:35:28.828520] [INFO ] [sig       ] [3537/3546] Completed ZNTL in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 3.1s
[2025-12-29T20:35:28.828559] [INFO ] [sig       ] [3538/3546] Forecasting ZS...
[2025-12-29T20:35:28.828606] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-29T20:35:28.828636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-29T20:35:28.839483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-29T20:35:28.839833] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-29T20:35:28.840654] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-29T20:35:28.840707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:28.840738] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:28.840765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:28.840824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:28.897243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:28.898136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:28.898253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:28.898288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:29.023392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:29.023554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:29.023613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:29.023643] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:29.027139] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=73.33%)
[2025-12-29T20:35:29.027446] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-29T20:35:29.027598] [INFO ] [sig       ] ZS: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:29.169101] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ZS.txt
[2025-12-29T20:35:29.169264] [INFO ] [sig       ] [3538/3546] Completed ZS in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 2.8s
[2025-12-29T20:35:29.169306] [INFO ] [sig       ] [3539/3546] Forecasting ZTO...
[2025-12-29T20:35:29.169335] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-29T20:35:29.169367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-29T20:35:29.180948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-29T20:35:29.181394] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-29T20:35:29.182512] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-29T20:35:29.182604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:29.182658] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:29.182703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:29.182791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:29.244056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:29.245008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:29.245094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:29.245125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:29.365147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:29.365304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:29.365347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:29.365376] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:29.368711] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2025-12-29T20:35:29.369013] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-29T20:35:29.369145] [INFO ] [sig       ] ZTO: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:29.511174] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZTO.txt
[2025-12-29T20:35:29.511337] [INFO ] [sig       ] [3539/3546] Completed ZTO in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 2.4s
[2025-12-29T20:35:29.511377] [INFO ] [sig       ] [3540/3546] Forecasting ZTS...
[2025-12-29T20:35:29.511405] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-29T20:35:29.511434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-29T20:35:29.524594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-29T20:35:29.524968] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-29T20:35:29.525802] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-29T20:35:29.525855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:29.525899] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:29.525929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:29.525988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:29.583815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:29.584657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:29.584743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:29.584777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:29.709067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:29.709221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:29.709261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:29.709290] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:29.713302] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=44.28%)
[2025-12-29T20:35:29.713608] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-29T20:35:29.713743] [INFO ] [sig       ] ZTS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:29.858713] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZTS.txt
[2025-12-29T20:35:29.858878] [INFO ] [sig       ] [3540/3546] Completed ZTS in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 2.1s
[2025-12-29T20:35:29.858919] [INFO ] [sig       ] [3541/3546] Forecasting ZUMZ...
[2025-12-29T20:35:29.858949] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-29T20:35:29.858977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-29T20:35:29.869445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-29T20:35:29.869750] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-29T20:35:29.870529] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-29T20:35:29.870603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:29.870637] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:29.870663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:29.870720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:29.931212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:29.932093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:29.932187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:29.932222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:30.056869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:30.057028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:30.057070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:30.057099] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:30.060542] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=86.91%)
[2025-12-29T20:35:30.060873] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-29T20:35:30.061015] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:30.200469] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ZUMZ.txt
[2025-12-29T20:35:30.200681] [INFO ] [sig       ] [3541/3546] Completed ZUMZ in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 1.7s
[2025-12-29T20:35:30.200726] [INFO ] [sig       ] [3542/3546] Forecasting ZURA...
[2025-12-29T20:35:30.200754] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-29T20:35:30.200783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-29T20:35:30.211679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-29T20:35:30.212112] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-29T20:35:30.213070] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-29T20:35:30.213127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:30.213160] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:30.213186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:30.213246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:30.275032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:30.276115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:30.276242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:30.276287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:30.398224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:30.398372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:30.398412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:30.398446] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:30.401984] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2025-12-29T20:35:30.402260] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-29T20:35:30.402399] [INFO ] [sig       ] ZURA: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:30.545030] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ZURA.txt
[2025-12-29T20:35:30.545162] [INFO ] [sig       ] [3542/3546] Completed ZURA in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 1.4s
[2025-12-29T20:35:30.545203] [INFO ] [sig       ] [3543/3546] Forecasting ZVIA...
[2025-12-29T20:35:30.545233] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-29T20:35:30.545264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-29T20:35:30.555237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-29T20:35:30.555518] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-29T20:35:30.556363] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-29T20:35:30.556417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:30.556450] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:30.556478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:30.556538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:30.614709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:30.615320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:30.615399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:30.615441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:30.735894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:30.736051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:30.736089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:30.736117] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:30.739479] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-12-29T20:35:30.739764] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-29T20:35:30.739890] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:30.878867] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZVIA.txt
[2025-12-29T20:35:30.878996] [INFO ] [sig       ] [3543/3546] Completed ZVIA in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 1.0s
[2025-12-29T20:35:30.879054] [INFO ] [sig       ] [3544/3546] Forecasting ZVRA...
[2025-12-29T20:35:30.879085] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-29T20:35:30.879115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-29T20:35:30.890220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-29T20:35:30.890631] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-29T20:35:30.891469] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-29T20:35:30.891525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:30.891557] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:30.891604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:30.891665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:30.949184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:30.949969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:30.950054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:30.950087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:31.066840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:31.066996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:31.067035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:31.067063] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:31.070435] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=44.76%)
[2025-12-29T20:35:31.070733] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-29T20:35:31.070864] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:31.211023] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZVRA.txt
[2025-12-29T20:35:31.211179] [INFO ] [sig       ] [3544/3546] Completed ZVRA in 0.3s | 2.89 sym/s | Total: 20.4m | ETA: 0.7s
[2025-12-29T20:35:31.211219] [INFO ] [sig       ] [3545/3546] Forecasting ZWS...
[2025-12-29T20:35:31.211248] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-29T20:35:31.211278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-29T20:35:31.222289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-29T20:35:31.222639] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-29T20:35:31.223452] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-29T20:35:31.223506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:31.223607] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:31.223638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:31.223697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:31.282109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:31.282981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:31.283066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:31.283099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:31.403000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:31.403153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:31.403192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:31.403222] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:31.406683] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-29T20:35:31.406972] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-29T20:35:31.407120] [INFO ] [sig       ] ZWS: Forecast for 2025-12-29: DOWN (sign=0.00)
[2025-12-29T20:35:31.545989] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-30	0 -> ./output/forecasts/individual/2025-12-30/ZWS.txt
[2025-12-29T20:35:31.546119] [INFO ] [sig       ] [3545/3546] Completed ZWS in 0.3s | 2.89 sym/s | Total: 20.5m | ETA: 0.3s
[2025-12-29T20:35:31.546162] [INFO ] [sig       ] [3546/3546] Forecasting ZYME...
[2025-12-29T20:35:31.546192] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-29T20:35:31.546223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-29T20:35:31.557540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-29T20:35:31.557927] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-29T20:35:31.558835] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-29T20:35:31.558891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-29T20:35:31.558923] [DEBUG] [FORECASTER] Starting train method
[2025-12-29T20:35:31.558949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-29T20:35:31.559007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-29T20:35:31.616163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-29T20:35:31.616896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-29T20:35:31.616979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-29T20:35:31.617011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-29T20:35:31.736881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-29T20:35:31.737056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-29T20:35:31.737108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-29T20:35:31.737138] [INFO ] [FORECASTER] Training complete
[2025-12-29T20:35:31.740701] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-12-29T20:35:31.740988] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-29T20:35:31.741118] [INFO ] [sig       ] ZYME: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-29T20:35:31.881033] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/ZYME.txt
[2025-12-29T20:35:31.881166] [INFO ] [sig       ] [3546/3546] Completed ZYME in 0.3s | 2.89 sym/s | Total: 20.5m | ETA: 0.0s
[2025-12-29T20:35:31.881205] [INFO ] [sig       ] ==================================================
[2025-12-29T20:35:31.881236] [INFO ] [sig       ] Forecasts complete: 3546/3546 symbols succeeded
[2025-12-29T20:35:31.881266] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-29T20:35:31.881304] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-29T20:35:31.881754] [INFO ] [sig       ] Found 54 forecast dates to process
[2025-12-29T20:35:31.881797] [INFO ] [sig       ] [1/54] Processing report for 2025-10-10...
[2025-12-29T20:35:31.881834] [INFO ] [sig       ] [1/54] Report for 2025-10-10 already exists, skipping...
[2025-12-29T20:35:31.881863] [INFO ] [sig       ] [2/54] Processing report for 2025-10-13...
[2025-12-29T20:35:31.881897] [INFO ] [sig       ] [2/54] Report for 2025-10-13 already exists, skipping...
[2025-12-29T20:35:31.881924] [INFO ] [sig       ] [3/54] Processing report for 2025-10-14...
[2025-12-29T20:35:31.881956] [INFO ] [sig       ] [3/54] Report for 2025-10-14 already exists, skipping...
[2025-12-29T20:35:31.881982] [INFO ] [sig       ] [4/54] Processing report for 2025-10-15...
[2025-12-29T20:35:31.882012] [INFO ] [sig       ] [4/54] Report for 2025-10-15 already exists, skipping...
[2025-12-29T20:35:31.882037] [INFO ] [sig       ] [5/54] Processing report for 2025-10-16...
[2025-12-29T20:35:31.882067] [INFO ] [sig       ] [5/54] Report for 2025-10-16 already exists, skipping...
[2025-12-29T20:35:31.882093] [INFO ] [sig       ] [6/54] Processing report for 2025-10-17...
[2025-12-29T20:35:31.882131] [INFO ] [sig       ] [6/54] Report for 2025-10-17 already exists, skipping...
[2025-12-29T20:35:31.882158] [INFO ] [sig       ] [7/54] Processing report for 2025-10-20...
[2025-12-29T20:35:31.882187] [INFO ] [sig       ] [7/54] Report for 2025-10-20 already exists, skipping...
[2025-12-29T20:35:31.882212] [INFO ] [sig       ] [8/54] Processing report for 2025-10-21...
[2025-12-29T20:35:31.882241] [INFO ] [sig       ] [8/54] Report for 2025-10-21 already exists, skipping...
[2025-12-29T20:35:31.882266] [INFO ] [sig       ] [9/54] Processing report for 2025-10-22...
[2025-12-29T20:35:31.882295] [INFO ] [sig       ] [9/54] Report for 2025-10-22 already exists, skipping...
[2025-12-29T20:35:31.882320] [INFO ] [sig       ] [10/54] Processing report for 2025-10-23...
[2025-12-29T20:35:31.882350] [INFO ] [sig       ] [10/54] Report for 2025-10-23 already exists, skipping...
[2025-12-29T20:35:31.882377] [INFO ] [sig       ] [11/54] Processing report for 2025-10-24...
[2025-12-29T20:35:31.882411] [INFO ] [sig       ] [11/54] Report for 2025-10-24 already exists, skipping...
[2025-12-29T20:35:31.882436] [INFO ] [sig       ] [12/54] Processing report for 2025-10-27...
[2025-12-29T20:35:31.882465] [INFO ] [sig       ] [12/54] Report for 2025-10-27 already exists, skipping...
[2025-12-29T20:35:31.882490] [INFO ] [sig       ] [13/54] Processing report for 2025-10-28...
[2025-12-29T20:35:31.882520] [INFO ] [sig       ] [13/54] Report for 2025-10-28 already exists, skipping...
[2025-12-29T20:35:31.882545] [INFO ] [sig       ] [14/54] Processing report for 2025-10-30...
[2025-12-29T20:35:31.882590] [INFO ] [sig       ] [14/54] Report for 2025-10-30 already exists, skipping...
[2025-12-29T20:35:31.882619] [INFO ] [sig       ] [15/54] Processing report for 2025-10-31...
[2025-12-29T20:35:31.882650] [INFO ] [sig       ] [15/54] Report for 2025-10-31 already exists, skipping...
[2025-12-29T20:35:31.882676] [INFO ] [sig       ] [16/54] Processing report for 2025-11-03...
[2025-12-29T20:35:31.882705] [INFO ] [sig       ] [16/54] Report for 2025-11-03 already exists, skipping...
[2025-12-29T20:35:31.882730] [INFO ] [sig       ] [17/54] Processing report for 2025-11-04...
[2025-12-29T20:35:31.882759] [INFO ] [sig       ] [17/54] Report for 2025-11-04 already exists, skipping...
[2025-12-29T20:35:31.882809] [INFO ] [sig       ] [18/54] Processing report for 2025-11-05...
[2025-12-29T20:35:31.882842] [INFO ] [sig       ] [18/54] Report for 2025-11-05 already exists, skipping...
[2025-12-29T20:35:31.882868] [INFO ] [sig       ] [19/54] Processing report for 2025-11-06...
[2025-12-29T20:35:31.882898] [INFO ] [sig       ] [19/54] Report for 2025-11-06 already exists, skipping...
[2025-12-29T20:35:31.882924] [INFO ] [sig       ] [20/54] Processing report for 2025-11-07...
[2025-12-29T20:35:31.882955] [INFO ] [sig       ] [20/54] Report for 2025-11-07 already exists, skipping...
[2025-12-29T20:35:31.882980] [INFO ] [sig       ] [21/54] Processing report for 2025-11-10...
[2025-12-29T20:35:31.883010] [INFO ] [sig       ] [21/54] Report for 2025-11-10 already exists, skipping...
[2025-12-29T20:35:31.883035] [INFO ] [sig       ] [22/54] Processing report for 2025-11-11...
[2025-12-29T20:35:31.883065] [INFO ] [sig       ] [22/54] Report for 2025-11-11 already exists, skipping...
[2025-12-29T20:35:31.883090] [INFO ] [sig       ] [23/54] Processing report for 2025-11-12...
[2025-12-29T20:35:31.883119] [INFO ] [sig       ] [23/54] Report for 2025-11-12 already exists, skipping...
[2025-12-29T20:35:31.883145] [INFO ] [sig       ] [24/54] Processing report for 2025-11-13...
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[2025-12-29T20:35:31.957995] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.958163] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.958264] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.958332] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.958396] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.958479] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-29T20:35:31.958554] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.958649] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.958726] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.958814] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.958890] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.958953] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.959028] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.959091] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.959152] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.959223] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.959285] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.959357] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.959423] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-29T20:35:31.959496] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.959557] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.959655] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.959727] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.959795] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.959878] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-29T20:35:31.959957] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.960029] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.960100] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.960168] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.960229] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.960293] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.960370] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.960434] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.960496] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-29T20:35:31.960559] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.960646] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.960708] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.960768] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.960827] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.960887] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.960948] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.961009] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.961068] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.961127] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.961201] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.961262] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.961330] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.961398] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.961467] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.961529] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.961608] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.961671] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.961730] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.961791] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.961852] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.961913] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.962009] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.962073] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.962134] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.962194] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.962253] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.962322] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-29T20:35:31.962404] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.962468] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.962529] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.962613] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.962684] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.962746] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.962807] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-29T20:35:31.962866] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.962925] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.962993] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.963056] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.963135] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.963197] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.963258] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.963318] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.963379] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.963447] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.963521] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.963608] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.963673] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.963733] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.963793] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.963854] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.963923] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.963984] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.964057] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.964127] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.964196] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.964257] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.964339] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-29T20:35:31.964402] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.964464] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.964524] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.964602] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.964667] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.964727] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.964797] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.964867] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.964957] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.965018] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.965079] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.965138] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.965198] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.965257] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.965316] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.965377] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.965441] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.965512] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.965594] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-29T20:35:31.965661] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.965722] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.965781] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.965842] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.965911] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.965980] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.966042] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.966102] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.966163] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.966224] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.966284] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.966345] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.966405] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.966466] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.966527] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.966606] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-29T20:35:31.966679] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.966739] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.966800] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.966861] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-29T20:35:31.966921] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.966981] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.967041] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.967100] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.967160] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.967219] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-29T20:35:31.967290] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-29T20:35:31.967359] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.967420] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.967480] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.967540] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.967620] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.967682] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.967770] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-29T20:35:31.967833] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.967894] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.967954] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.968015] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.968076] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.968137] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.968198] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-29T20:35:31.968258] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.968328] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.968390] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.968455] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.968515] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.968594] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.968658] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-29T20:35:31.968719] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.968797] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.968860] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.968930] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.968994] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.969056] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.969124] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.969187] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.969247] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-29T20:35:31.969307] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.969367] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.969429] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.969489] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.969549] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.969631] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.969694] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-29T20:35:31.969755] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.969825] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-29T20:35:31.969885] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.969946] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.970006] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.970066] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.970135] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.970198] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.970264] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.970327] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.970397] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.970472] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.970535] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.970620] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.970693] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.970767] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-29T20:35:31.970828] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.970889] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.970951] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-29T20:35:31.971011] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.971071] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.971130] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.971191] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-29T20:35:31.971260] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.971322] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.971382] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.971459] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.971522] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.971599] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.971662] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.971730] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.971793] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.971853] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.971915] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.971976] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.972051] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.972120] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.972182] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.972242] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.972319] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.972409] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.972473] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.972535] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.972617] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.972680] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.972739] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.972807] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.972870] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.972931] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.972991] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.973052] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.973121] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.973184] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.973246] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.973314] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-29T20:35:31.973377] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.973437] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.973497] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.973570] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.973653] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.973714] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.973773] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.973834] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.973894] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.973969] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.974031] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.974093] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.974153] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.974212] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.974280] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.974342] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.974402] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.974467] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.974526] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.974615] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.974679] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-29T20:35:31.974740] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.974809] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.974882] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.974946] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.975008] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.975069] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.975130] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.975190] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.975252] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.975313] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.975374] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-29T20:35:31.975439] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.975499] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.975557] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.975638] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.975709] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.975779] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.975842] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.975913] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.975977] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.976045] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-29T20:35:31.976108] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.976167] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.976228] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-29T20:35:31.976289] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.976350] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.976419] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.976481] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.976557] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.976645] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.976715] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-29T20:35:31.976783] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.976844] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.976905] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.976966] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.977056] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.977132] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.977196] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-29T20:35:31.977257] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.977334] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-29T20:35:31.977405] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.977467] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-29T20:35:31.977528] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.977617] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.977687] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.977748] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.977809] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.977870] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.977938] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.978000] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-29T20:35:31.978060] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.978120] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.978180] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.978239] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.978301] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.978361] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.978420] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.978489] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-29T20:35:31.978566] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.978649] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.978720] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.978807] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.978878] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.978940] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.979008] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.979069] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.979137] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.979197] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.979258] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.979325] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.979395] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.979458] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.979518] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-29T20:35:31.979605] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.979670] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.979733] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-29T20:35:31.979807] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.979879] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.979941] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.980001] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.980061] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.980122] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.980190] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.980252] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.980312] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.980373] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.980442] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.980523] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.980608] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.980673] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.980734] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.980795] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.980855] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.980914] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.980974] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-29T20:35:31.981042] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.981110] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.981172] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.981232] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.981292] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.981352] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.981422] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-29T20:35:31.981499] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-29T20:35:31.981562] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.981641] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.981702] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.981780] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.981852] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.981915] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.981976] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.982037] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.982101] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-29T20:35:31.982179] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.982243] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.982305] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-29T20:35:31.982365] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.982433] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.982495] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-29T20:35:31.982566] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.982650] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.982711] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.982771] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.982831] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.982891] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.982961] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.983037] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-29T20:35:31.983100] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.983161] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.983230] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.983291] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.983351] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-29T20:35:31.983421] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.983484] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.983543] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.983628] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.983701] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.983769] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.983832] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.983896] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-29T20:35:31.983958] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.984018] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.984077] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.984137] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.984198] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.984269] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.984331] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.984405] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.984469] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.984539] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.984619] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.984700] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.984764] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.984825] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.984895] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.984955] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.985016] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.985075] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.985150] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.985211] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.985280] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.985348] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.985417] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.985479] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.985541] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.985628] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.985690] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.985749] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.985809] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.985881] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.985943] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.986005] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.986065] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.986125] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.986184] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.986245] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.986305] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-29T20:35:31.986373] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.986453] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-29T20:35:31.986515] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-29T20:35:31.986594] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.986660] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-29T20:35:31.986730] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.986801] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.986863] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.986923] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.986984] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.987046] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-29T20:35:31.987107] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.987177] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.987241] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.987303] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.987372] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-29T20:35:31.987438] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.987499] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-29T20:35:31.987603] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.987693] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.987758] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.987820] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.987881] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-29T20:35:31.987952] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.988015] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.988076] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.988136] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.988196] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.988258] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.988327] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.988391] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.988451] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.988511] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-29T20:35:31.988592] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.988659] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.988719] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.988806] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-29T20:35:31.988871] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.988931] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.988991] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.989052] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-29T20:35:31.989112] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.989173] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.989233] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.989300] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.989370] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.989431] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.989491] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.989551] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.989631] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.989693] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.989754] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.989813] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.989872] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.989940] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.990000] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.990061] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.990120] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.990189] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.990251] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.990311] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.990371] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.990435] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.990502] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.990593] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.990667] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.990738] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.990800] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-29T20:35:31.990861] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.990921] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.990981] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.991040] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-29T20:35:31.991120] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.991182] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-29T20:35:31.991243] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.991303] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.991363] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.991434] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.991496] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.991563] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.991648] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.991709] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.991770] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-29T20:35:31.991831] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.991891] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.991952] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.992012] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.992071] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.992140] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.992217] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.992291] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.992353] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.992422] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.992484] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.992557] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.992644] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.992706] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.992767] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.992838] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.992900] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.992966] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-29T20:35:31.993028] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.993088] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.993156] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-29T20:35:31.993218] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.993278] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.993338] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.993401] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.993463] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.993524] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.993609] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.993674] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.993734] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.993794] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-29T20:35:31.993855] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.993915] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.993974] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.994043] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.994105] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.994166] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.994226] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.994286] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.994354] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.994415] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.994476] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-29T20:35:31.994536] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.994616] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.994678] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.994740] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.994799] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.994867] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.994938] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-29T20:35:31.995006] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.995068] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-29T20:35:31.995129] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.995188] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.995248] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.995309] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.995370] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.995430] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.995490] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-29T20:35:31.995549] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.995638] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-29T20:35:31.995719] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.995788] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.995859] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.995922] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.995983] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.996044] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.996104] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.996164] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.996225] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-29T20:35:31.996284] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.996344] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.996404] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.996463] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.996522] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.996604] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.996677] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-29T20:35:31.996751] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.996822] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.996884] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-29T20:35:31.996943] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.997004] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.997084] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-29T20:35:31.997150] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-29T20:35:31.997233] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.997295] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-29T20:35:31.997365] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.997426] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.997486] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.997546] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.997632] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.997693] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.997763] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.997824] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.997892] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.997953] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.998012] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.998073] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.998133] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.998193] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.998262] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.998324] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.998385] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-29T20:35:31.998446] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.998506] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-29T20:35:31.998593] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.998658] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-29T20:35:31.998720] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-29T20:35:31.998800] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.998872] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.998944] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-29T20:35:31.999019] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.999081] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.999141] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.999214] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-29T20:35:31.999276] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-29T20:35:31.999343] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-29T20:35:31.999404] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-29T20:35:31.999463] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-29T20:35:31.999522] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-29T20:35:31.999598] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-29T20:35:31.999669] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-29T20:35:31.999730] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.999790] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-29T20:35:31.999858] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-29T20:35:31.999919] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-29T20:35:31.999979] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.000041] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.000104] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-29T20:35:32.000164] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.000225] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.000295] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.000377] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.000440] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.000500] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.000562] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.000668] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.000741] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.000803] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.000864] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.000925] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.000996] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.001059] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.001128] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.001198] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.001259] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.001321] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.001382] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.001443] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.001513] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.001594] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.001667] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.001730] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.001791] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.001851] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.001911] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.001981] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.002045] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.002106] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.002168] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.002239] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.002325] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.002399] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.002462] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.002533] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.002628] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.002694] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.002755] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.002816] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.002877] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.002937] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.002997] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.003056] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.003116] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.003176] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.003238] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.003298] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.003366] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.003429] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.003498] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.003561] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.003642] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.003702] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.003763] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.003831] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.003894] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.003955] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.004015] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.004075] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.004134] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.004194] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.004255] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.004315] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.004383] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.004450] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.004510] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.004593] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.004659] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.004720] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.004780] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.004848] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-29T20:35:32.004918] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.004981] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.005060] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.005121] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.005181] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.005251] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.005313] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.005373] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.005451] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.005512] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.005600] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.005666] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.005728] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.005788] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-29T20:35:32.005847] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.005917] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.005979] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.006039] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.006098] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.006158] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.006218] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.006278] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.006338] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.006397] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.006457] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.006516] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.006594] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.006658] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.006718] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.006778] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.006838] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.006898] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.006958] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.007017] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.007077] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.007137] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.007198] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.007266] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.007327] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.007386] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.007447] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.007508] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.007597] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.007664] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.007727] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-29T20:35:32.007789] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.007849] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.007918] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.007978] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.008038] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.008096] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.008176] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.008239] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.008298] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.008359] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.008420] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.008481] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.008549] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.008638] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.008701] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.008762] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.008846] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.008915] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.008985] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.009053] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.009115] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.009176] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.009236] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.009297] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.009357] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.009420] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.009481] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.009540] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.009637] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.009699] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.009768] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.009828] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.009890] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.009960] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.010029] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.010091] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.010151] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.010221] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.010289] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.010352] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.010419] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.010482] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.010543] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.010632] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.010695] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.010775] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.010840] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.010900] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.010970] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.011033] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.011093] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.011168] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.011231] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.011291] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.011352] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.011412] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.011472] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.011532] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.011625] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.011691] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.011751] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.011812] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-29T20:35:32.011872] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.011931] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.011991] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.012060] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.012134] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.012196] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.012266] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.012326] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.012406] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.012472] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.012533] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.012612] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.012674] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.012734] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.012794] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.012869] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.012932] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.012993] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.013062] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.013124] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.013184] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.013243] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.013303] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.013362] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.013422] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.013493] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.013554] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.013641] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.013709] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.013770] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.013831] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.013891] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.013959] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.014028] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.014097] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.014165] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.014227] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.014315] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.014386] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.014447] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.014508] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.015271] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.015349] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.015412] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.015497] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.015560] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.015649] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.015714] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.015777] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.015841] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.015903] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.015964] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.016028] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.016090] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.016166] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.016238] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.016309] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.016374] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.016437] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.016507] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.016594] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.016661] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.016724] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.016787] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.016850] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.016913] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.016974] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.017058] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.017146] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.017211] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.017274] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.017337] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.017401] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.017462] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.017525] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.017606] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.017672] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.017734] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.017797] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.017860] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.017921] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.017983] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.018053] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.018117] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.018178] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.018242] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.018303] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.018375] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.018443] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.018505] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.018567] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.018648] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.018713] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.018800] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.018866] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.018929] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.018992] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.019055] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-29T20:35:32.019127] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.019203] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.019268] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.019332] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.019394] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.019472] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.019535] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.019623] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.019688] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.019749] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.019827] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.019888] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.019949] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.020009] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.020070] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.020129] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.020189] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.020250] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.020311] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.020372] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.020431] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.020491] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.020559] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.020643] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.020704] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.020765] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.020843] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.020919] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.020996] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-29T20:35:32.021060] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.021122] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.021193] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.021262] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.021337] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.021399] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.021460] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.021522] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.021615] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.021680] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.021741] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.021801] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.021862] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.021922] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.021982] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.022042] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.022102] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.022163] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.022230] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.022292] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.022351] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.022410] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.022490] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.022555] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.022637] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.022699] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.022759] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.022819] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.022879] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.022950] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.023014] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.023084] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.023148] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.023218] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.023286] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.023356] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.023424] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.023494] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.023557] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.023696] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.023764] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.023824] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.023884] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.023954] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.024016] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.024087] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.024162] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.024224] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.024285] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.024346] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.024406] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.024466] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.024545] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.024627] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.024690] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.024751] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.024812] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.024872] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.024933] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.024992] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.025061] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.025126] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.025186] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.025247] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.025306] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.025368] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.025428] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.025499] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.025567] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.025659] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.025722] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.025782] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.025842] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.025903] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.025963] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.026024] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.026085] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.026145] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.026205] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.026275] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.026337] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.026397] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.026465] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.026527] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.026610] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.026686] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.026747] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.026814] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.026887] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.026957] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.027019] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.027080] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.027141] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.027201] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.027259] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.027319] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.027387] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.027456] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.027519] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.027604] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.027668] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.027729] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.027791] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.027851] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.027910] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.027978] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.028040] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.028108] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.028169] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.028230] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.028290] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.028350] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.028423] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.028484] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.028543] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.028621] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.028684] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.028743] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.028837] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.028900] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.028960] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.029020] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.029089] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.029170] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.029232] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.029292] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.029352] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.029413] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.029473] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.029533] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.029624] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.029694] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.029756] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.029816] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.029878] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.029945] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.030025] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.030108] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.030178] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.030241] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.030321] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.030386] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.030458] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.030522] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.030604] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.030676] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.030748] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.030812] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.030878] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.030959] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.031026] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.031088] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.031152] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.031222] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.031286] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.031348] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.031418] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.031494] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.031559] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.031646] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.031708] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.031773] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.031844] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.031907] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.031970] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.032032] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.032095] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.032167] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.032232] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.032293] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-29T20:35:32.032353] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.032412] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.032472] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.032545] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.032645] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.032709] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.032778] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.032842] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.032903] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.032963] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.033023] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.033091] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.033155] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.033216] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.033285] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.033346] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.033407] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.033469] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.033530] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.033618] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.033692] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.033754] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.033817] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.033879] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.033967] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.034032] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.034094] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.034156] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.034218] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.034280] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.034342] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.034404] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.034474] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.034539] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.034620] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.034684] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.034755] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.034818] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.034879] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.034940] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.035002] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.035074] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.035158] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.035223] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.035286] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.035348] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.035424] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.035486] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.035548] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.035641] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-29T20:35:32.035707] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.035769] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.035840] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.035903] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.035965] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.036035] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.036106] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.036168] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.036230] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.036291] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.036353] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.036413] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.036481] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.036544] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.036631] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.036695] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.036757] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.036818] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.036880] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.036942] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.037004] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.037092] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.037161] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.037223] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.037285] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.037347] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.037408] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.037478] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.037542] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.037622] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.037686] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.037747] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.037808] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.037870] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.037932] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.037995] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.038066] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.038129] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.038207] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.038269] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.038339] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.038400] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.038460] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.038520] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.038597] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.038677] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.038753] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.038835] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.038896] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.038956] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.039016] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.039075] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.039134] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.039196] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.039256] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.039316] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.039376] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.039437] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.039509] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.039591] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.039665] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.039735] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.039796] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.039857] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.039927] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.039995] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.040057] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.040118] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.040178] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.040256] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.040319] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.040380] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.040439] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.040499] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-29T20:35:32.040590] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.040658] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.040719] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.040787] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.040865] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.040926] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.041000] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.041103] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.041173] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.041235] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.041294] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.041355] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.041423] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.041485] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.041545] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.041625] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.041687] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.041747] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.041807] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.041867] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.041926] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.041984] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.042043] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.042103] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.042164] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.042239] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.042301] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.042367] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.042434] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.042496] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.042555] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.042659] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.042738] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.042801] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.042862] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.042922] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.042990] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.043052] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.043113] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.043173] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.043234] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.043293] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.043380] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.043446] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.043521] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.043609] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.043673] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.043742] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.043804] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.043866] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.043935] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.043996] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.044057] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.044118] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.044178] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.044239] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.044309] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.044370] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.044431] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.044499] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.044560] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.044643] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.044705] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.044765] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.044825] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.044898] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.044961] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.045021] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.045081] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.045149] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.045211] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.045271] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.045331] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.045390] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.045450] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.045517] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.045600] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.045673] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.045744] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.045806] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.045875] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.045936] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.045996] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.046056] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.046115] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.046185] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.046247] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.046318] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.046388] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.046450] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.046510] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.046595] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.046666] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.046726] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.046786] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.046847] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.046908] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.046976] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.047038] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.047098] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.047157] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.047217] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.047278] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.047346] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.047417] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.047490] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.047552] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.047633] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.047694] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.047753] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.047814] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.047872] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.047932] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.048012] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.048073] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.048133] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.048194] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.048254] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.048322] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.048383] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.048442] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.048504] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.048591] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.048656] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.048718] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.048792] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.048855] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.048914] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.048974] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.049034] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.049094] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.049152] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.049222] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.049289] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.049350] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.049411] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.049470] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.049529] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.049608] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.049680] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.049743] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.049803] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.049863] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.049923] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.049981] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.050041] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.050100] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.050159] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.050218] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.050278] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.050338] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.050411] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.050473] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.050533] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.050624] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.050687] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.050755] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.050825] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.050886] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.050947] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.051006] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.051087] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.051158] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.051218] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.051277] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.051337] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.051397] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.051458] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.051518] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.051596] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.051661] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.051722] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.051781] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.051840] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.051899] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.051966] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.052028] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.052097] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.052157] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.052218] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.052286] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.052359] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.052419] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.052496] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.052593] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.052659] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.052745] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.052811] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.052872] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.052932] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.052992] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.053051] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.053112] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.053173] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.053241] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.053302] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.053362] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.053438] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.053509] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.053588] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.053654] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.053715] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.053775] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.053835] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.053905] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.053966] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.054026] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.054085] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.054145] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.054205] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.054266] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.054327] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.054387] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.054447] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.054506] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.054566] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.054653] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.054714] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.054783] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.054845] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.054912] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.054973] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.055034] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.055104] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.055165] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.055226] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.055293] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.055354] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.055414] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.055472] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.055533] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.055629] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.055705] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.055767] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.055828] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.055887] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.055949] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.056009] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.056069] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.056130] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.056189] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.056257] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.056319] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.056378] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.056443] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.056503] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.056593] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.056660] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.056722] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.056782] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.056842] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.056901] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.056960] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.057022] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.057102] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.057185] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.057248] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.057309] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.057378] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.057440] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.057500] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.057560] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.057659] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.057722] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.057782] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.057842] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.057903] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.057969] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.058032] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.058093] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.058162] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.058222] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.058283] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.058344] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.058412] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.058474] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.058535] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.058622] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.058684] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.058745] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.058823] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.058886] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.058947] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.059008] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.059075] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.059137] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.059196] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.059255] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.059322] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.059384] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.059449] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.059509] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.059600] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.059667] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.059728] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.059788] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.059848] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.059907] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.059967] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.060027] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.060088] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.060151] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.060211] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.060271] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.060340] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.060400] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.060459] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.060529] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.060617] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.060682] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.060752] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.060814] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.060883] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.060946] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.061007] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.061067] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.061129] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.061208] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.061276] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.061337] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.061397] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.061457] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.061517] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.061594] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.061658] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.061719] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.061800] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.061864] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.061925] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.061995] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.062057] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.062118] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.062178] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.062236] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.062297] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.062358] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.062418] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.062479] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.062548] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.062630] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.062691] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.062753] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.062831] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.062896] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.062971] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.063033] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.063103] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.063176] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.063245] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.063307] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.063376] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.063443] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.063504] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.063563] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.063673] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.063755] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.063823] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.063886] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.063949] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.064012] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.064075] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.064136] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.064199] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.064259] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.064323] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.064384] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.064446] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.064522] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.064604] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.064670] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.064734] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.064798] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-29T20:35:32.064861] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.064922] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.064983] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.065046] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.065108] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.065170] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.065231] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.065293] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.065355] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.065418] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.065480] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.065542] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.065631] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.065851] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.065915] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.065985] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.066055] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.066119] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.066190] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.066253] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.066316] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.066377] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.066443] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.066516] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.066596] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.066678] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.066743] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.066816] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.066881] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.066943] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.067006] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.067067] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.067128] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.067189] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.067250] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.067310] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.067371] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.067432] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.067492] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.067553] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.067811] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.067873] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.067934] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.067994] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.068053] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.068122] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.068191] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.068253] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.068314] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.068374] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.068442] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.068503] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.068563] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.068658] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.068736] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.068824] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.068898] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.068961] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.069030] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.069092] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.069159] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.069219] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.069280] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.069342] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.069402] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.069471] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.069532] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.069610] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.069673] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.069733] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.069794] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.069855] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.069915] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.069975] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.070035] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.070094] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.070154] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.070214] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.070275] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.070344] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.070408] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.070469] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.070529] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.070607] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.070670] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.070731] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-29T20:35:32.070801] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.070863] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.070931] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.071002] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.071078] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.071148] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.071212] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.071291] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.071354] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.071415] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.071505] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.071568] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.071652] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.071712] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.071787] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.071857] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.071924] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.071984] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.072044] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.072103] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.072163] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.072224] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.072285] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.072395] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.072464] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.072535] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.072618] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.072681] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.072749] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.072812] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.072887] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.072956] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.073018] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.073079] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.073139] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.073199] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-29T20:35:32.073261] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.073320] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.073380] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.073440] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.073499] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.073567] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.073655] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.073715] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.073775] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.073842] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.073911] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.073973] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.074041] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.074103] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.074162] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.074221] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.074280] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.074340] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.074400] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.074459] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.074519] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.074595] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.074668] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.074736] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.074804] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.074867] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.074934] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.074995] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.075056] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.075125] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.075187] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.075247] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.075307] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.075367] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.075426] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.075485] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.075554] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.075635] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.075697] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.075758] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.075817] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.075884] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.075946] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.076013] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.076074] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.076152] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.076213] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.076273] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.076334] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.076402] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.076465] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.076524] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.076605] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.076668] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.076727] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.076789] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.076860] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.076924] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.076984] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.077066] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.077147] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.077210] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.077272] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.077332] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.077392] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.077452] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.077522] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.077610] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.077676] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.077737] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.077798] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.077857] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.077917] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.077977] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.078036] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.078097] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.078157] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.078227] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.078288] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.078348] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.078417] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.078487] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.078549] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.078635] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.078697] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.078757] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.078845] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.078921] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.079005] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.079086] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.079150] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.079211] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.079271] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.079330] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.079390] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.079463] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.079526] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.079628] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.079693] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.079753] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.079813] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.079871] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.079931] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.079991] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.080059] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.080120] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.080179] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.080249] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.080316] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-29T20:35:32.080377] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.080437] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.080497] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.080556] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.080635] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.080695] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.080757] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.080837] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.080900] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.080960] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.081029] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.081091] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.081151] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.081212] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.081272] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.081349] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.081424] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.081487] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.081558] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.081643] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.081714] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.081785] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.081849] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-29T20:35:32.081910] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.081981] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.082044] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.082104] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.082164] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.082233] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.082295] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.082364] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.082426] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.082485] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.082547] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.082809] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.082871] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.082934] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.083012] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.083076] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.083136] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.083196] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.083266] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.083327] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.083388] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.083448] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.083509] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.083569] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.083649] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.083719] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.083792] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.083854] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.083914] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.083973] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.084033] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.084093] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.084154] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.084214] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.084273] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.084333] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.084393] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.084453] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.084523] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.084602] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.084824] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.084885] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.084946] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.085006] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.085075] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.085138] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.085211] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.085283] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.085353] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.085417] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.085478] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.085538] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.085616] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.085678] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.085739] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.085818] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.085882] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.085941] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.086003] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.086065] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.086125] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.086196] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.086259] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.086328] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.086389] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.086450] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.086510] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.086596] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.086662] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.086723] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.086785] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.086845] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.086905] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.086966] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-29T20:35:32.087026] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.087087] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.087147] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.087208] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.087286] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.087361] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.087450] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.087526] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.087613] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.087677] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.087738] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.087806] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.087874] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.087936] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.087999] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.088060] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.088128] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.088198] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.088267] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.088330] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.088390] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.088454] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.088522] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.088601] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.088676] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.088739] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.088823] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.088894] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.088964] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.089028] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.089097] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.089160] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.089224] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.089286] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.089348] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.089417] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.089479] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.089542] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.089623] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.089688] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.089749] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.089820] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.089884] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.089945] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.090008] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.090071] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.090132] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.090193] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.090255] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.090325] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.090388] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.090458] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.090540] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.090624] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.090698] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.090763] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.090828] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.090891] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.090954] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.091017] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.091092] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.091157] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.091229] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.091293] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.091357] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-29T20:35:32.091446] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.091516] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.091605] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.091674] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.091738] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.091802] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.091865] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.091938] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.092002] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.092075] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.092148] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.092213] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.092284] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.092349] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.092419] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.092482] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.092545] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.092636] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.092709] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.092774] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.092836] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.092897] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.092959] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.093024] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.093104] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.093178] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.093242] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.093303] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.093363] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.093423] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.093482] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.093552] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.093633] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.093705] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.093768] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.093828] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.093888] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.093947] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.094015] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.094075] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.094135] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.094196] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.094255] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.094315] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.094384] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.094447] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.094508] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.094592] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.094656] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.094724] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.094786] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.094847] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.094907] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.094967] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.095036] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.095097] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.095157] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.095217] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.095297] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.095361] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.095421] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.095482] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.095542] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.095625] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.095686] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.095747] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.095808] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.095880] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.095942] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.096002] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.096063] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.096124] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.096184] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.096244] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.096315] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.096386] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.096457] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.096519] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.096599] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.096664] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.096724] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.096784] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.096858] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.096921] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.096983] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.097066] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.097139] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.097201] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.097261] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.097322] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.097382] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.097448] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.097524] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.097611] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.097676] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.097744] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.097809] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.097869] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.097930] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.097992] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.098052] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.098111] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.098171] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.098231] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.098300] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.098362] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.098423] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.098483] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.098544] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.098631] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.098698] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.098758] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.098847] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.098907] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.098984] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.099047] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.099114] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.099176] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.099237] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.099297] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.099357] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.099417] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.099478] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.099538] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.099617] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.099682] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.099743] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.099805] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.099865] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.099946] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.100008] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.100068] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.100130] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.100201] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.100265] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.100326] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.100389] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.100453] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.100513] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.100591] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.100664] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.100735] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.100802] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.100864] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.100924] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.100983] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.101043] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.101104] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.101165] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.101224] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.101285] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.101345] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.101417] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.101484] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.101561] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.101646] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.101707] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.101767] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.101826] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.101887] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.101947] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.102008] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.102068] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.102129] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.102199] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.102268] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.102330] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.102391] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.102459] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.102522] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.102605] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.102670] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.102731] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.102790] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.102850] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.102911] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.102971] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.103031] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.103091] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.103170] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.103234] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.103294] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.103353] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.103414] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.103474] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-29T20:35:32.103534] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.103614] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.103676] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.103737] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.103797] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.103872] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.103941] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.104002] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.104063] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.104123] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.104183] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.104242] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.104303] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.104363] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.104421] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.104500] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.104586] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.104653] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.104715] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.104776] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.104837] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.104907] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.104969] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.105038] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.105100] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.105162] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.105223] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.105284] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.105354] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.105416] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.105478] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.105540] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.105620] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.105683] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.105744] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.105805] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.105865] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.105925] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.105985] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.106045] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.106105] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.106166] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.106226] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.106294] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.106355] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.106420] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.106480] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.106541] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.106639] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.106704] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.106765] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.106827] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.106887] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.106947] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.107007] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.107067] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.107134] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.107196] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.107256] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.107315] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.107376] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.107437] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.107497] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.107557] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-29T20:35:32.107637] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.107697] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.107758] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.107818] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.107879] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.107939] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.107999] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.108058] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.108129] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.108190] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.108258] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.108329] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.108392] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.108452] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.108513] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.108589] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.108653] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.108712] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.108797] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.108861] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.108920] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.108981] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.109060] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.109135] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.109197] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.109258] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.109318] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.109387] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.109450] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.109510] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.109595] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.109661] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.109723] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.109783] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.109843] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.109903] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.109964] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.110024] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.110085] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.110154] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.110217] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.110286] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.110356] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.110424] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.110486] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.110547] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.110629] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.110691] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.110758] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.110821] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.110881] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.110940] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.111001] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.111060] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.111122] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.111182] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.111253] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.111315] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.111378] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.111439] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.111513] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.111611] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.111697] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.111762] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-29T20:35:32.111825] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.111887] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.111948] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.112011] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.112073] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.112134] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.112204] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.112268] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.112330] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.112391] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.112453] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.112514] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.112593] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.112660] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.112722] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.112784] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.112860] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.112924] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.112985] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.113054] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.113119] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.113183] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.113263] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.113329] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.113392] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.113457] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.113526] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.113608] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.113672] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.113753] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.113832] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.113896] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.113959] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.114021] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.114084] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.114146] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.114206] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.114267] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.114329] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.114403] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.114469] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.114531] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.114612] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.114677] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.114740] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.114801] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.114864] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.114926] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.114988] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.115050] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.115112] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.115185] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.115250] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-29T20:35:32.115321] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.115385] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.115447] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.115516] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.115601] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.115669] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.115730] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.115792] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.115853] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.115915] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.115976] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.116038] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.116100] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.116174] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.116239] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.116309] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.116379] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.116441] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.116502] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.116586] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.116659] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.116722] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.116784] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.116844] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.116905] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.116966] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.117031] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.117110] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.117174] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.117234] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.117294] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.117354] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.117414] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.117474] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.117535] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.117613] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.117676] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.117737] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.117798] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.117859] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.117928] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.117990] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.118050] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.118110] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.118171] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.118233] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.118300] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.118381] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.118443] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.118512] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.118593] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.118657] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.118717] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.118827] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.118894] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.118956] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.119018] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.119080] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.119140] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.119209] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.119279] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.119342] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.119410] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.119473] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-29T20:35:32.119532] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.119613] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.119676] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.119737] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.119797] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.119867] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.119928] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.119995] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.120057] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.120118] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.120179] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.120239] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.120299] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-29T20:35:32.120360] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.120421] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.120488] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.120551] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.120636] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.120699] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.120759] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.120819] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.120880] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.120940] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.120999] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.121060] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.121120] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.121180] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.121249] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.121319] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.121388] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.121457] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.121519] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.121596] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.121667] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.121743] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.121806] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.121866] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.121927] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.121986] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.122045] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.122105] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.122164] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.122225] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.122285] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.122345] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.122414] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.122490] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.122562] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.122643] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.122705] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.122764] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.122824] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.122884] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.122943] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.123021] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.123091] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.123153] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.123214] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.123281] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.123357] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.123418] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.123477] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.123538] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.123620] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.123691] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.123762] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.123822] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.123891] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-29T20:35:32.123953] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.124014] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.124074] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.124134] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.124195] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.124264] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.124326] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.124386] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.124445] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.124506] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.124566] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.124647] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.124708] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.124767] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.124826] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.124885] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.124944] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.125004] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.125063] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.125134] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.125196] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.125255] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.125315] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.125374] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.125436] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.125495] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.125564] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.125651] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.125713] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.125774] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.125845] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.125913] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.125975] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.126035] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.126094] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.126162] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.126222] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.126281] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.126342] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.126402] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.126463] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.126524] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.126602] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.126667] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.126727] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.126794] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.126856] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.126916] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.126977] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.127036] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.127097] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.127165] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.127227] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.127287] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.127347] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.127407] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.127473] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.127552] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.127661] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.127730] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.127795] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.127856] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.127916] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.127987] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.128048] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.128108] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.128169] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.128229] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.128298] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.128361] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.128422] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.128484] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.128544] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.128633] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.128696] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.128781] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.128847] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.128909] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.128967] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.129028] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.129087] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.129147] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.129207] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.129268] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.129327] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.129387] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.129456] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.129520] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.129602] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.129668] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.129728] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.129788] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.129848] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.129908] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.129972] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.130033] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.130093] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.130153] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.130226] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.130305] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.130384] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.130450] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.130510] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.130588] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.130664] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.130734] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.130796] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.130856] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.130916] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.130985] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.131046] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.131114] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.131183] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.131245] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.131305] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.131363] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.131423] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.131483] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.131543] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.131621] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.131684] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.131753] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.131830] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.131892] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.131952] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.132013] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.132082] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.132144] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.132224] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.132286] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.132347] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-29T20:35:32.132412] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.132473] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.132533] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.132615] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.132679] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.132740] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.132800] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.132861] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.132922] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.132983] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.133045] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.133107] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.133168] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.133243] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.133305] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.133377] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.133455] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.133518] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.133608] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.133673] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.133734] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.133795] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.133856] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.133916] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.133976] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.134036] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.134095] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.134157] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.134216] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.134288] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.134349] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.134409] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.134470] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.134530] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.134621] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.134687] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.134749] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.134809] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.134869] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.134930] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.134997] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.135059] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.135119] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.135181] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.135240] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.135300] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.135361] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.135433] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.135493] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.135554] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.135634] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.135696] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.135757] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.135825] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.135886] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.135953] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.136024] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.136086] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.136147] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.136206] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.136265] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.136325] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.136385] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.136446] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.136506] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.136567] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.136647] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.136718] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.136798] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.136861] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.136923] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.136983] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.137055] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.137130] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.137202] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.137266] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.137328] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.137388] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.137458] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.137520] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.137600] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.137666] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.137741] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.137804] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.137864] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.137925] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.137984] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.138043] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.138111] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.138182] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.138243] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.138302] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.138362] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.138427] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.138505] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.138569] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.138664] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.138728] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.138810] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.138874] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.138934] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.138994] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.139053] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.139113] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.139173] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.139233] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.139292] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.139351] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.139411] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.139471] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.139531] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.139609] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.139672] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.139730] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.139792] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.139852] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.139912] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.139973] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.140032] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-29T20:35:32.140092] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.140161] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.140222] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.140284] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.140344] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.140413] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.140474] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.140535] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.140614] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.140677] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.140738] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.140799] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.140860] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.140938] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-29T20:35:32.141001] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.141069] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.141138] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.141200] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.141260] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.141320] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.141399] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.141460] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.141530] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.141624] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.141690] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.141759] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.141825] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.141903] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.141966] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.142027] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.142088] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.142149] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.142208] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.142267] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.142327] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.142389] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.142452] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.142512] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.142570] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.142653] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.142714] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.142774] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.142853] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.142915] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.142974] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.143034] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.143095] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.143154] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.143214] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.143275] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.143346] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.143416] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.143505] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.143662] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.143734] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.143797] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.143858] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.143918] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.143979] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.144039] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.144100] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.144159] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.144227] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.144289] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.144349] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.144409] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.144469] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.144531] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.144613] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.144739] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.144806] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.144875] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.144938] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.144999] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.145061] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.145123] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.145183] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.145252] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.145315] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.145375] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.145444] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.145506] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.145598] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.145665] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.145727] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.145788] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.145848] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.145908] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.145969] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.146037] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.146099] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.146185] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.146249] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.146311] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.146372] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.146432] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.146492] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.146552] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.146637] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.146700] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.146761] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.146831] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.146894] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.146956] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.147017] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.147085] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.147147] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.147206] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.147267] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.147327] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.147388] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.147450] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.147511] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.147587] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.147653] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.147714] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.147775] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.147836] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.147896] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.147956] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.148016] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.148077] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.148137] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.148197] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.148256] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.148316] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.148375] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.148444] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.148505] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.148566] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.148661] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.148723] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.148817] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.148880] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.148941] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.149001] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.149063] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.149123] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.149183] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.149252] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.149313] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.149372] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.149432] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.149492] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.149551] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.149642] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.149705] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.149765] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.149825] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.149893] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.149955] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.150015] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.150075] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.150134] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.150193] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.150254] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.150321] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.150384] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.150443] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.150511] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.150590] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.150654] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.150733] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.150803] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.150866] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.150926] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.150995] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.151056] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.151127] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.151188] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.151248] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.151308] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.151369] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.151429] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.151490] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.151551] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.151634] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.151695] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.151756] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.151826] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.151889] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.151967] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.152033] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.152093] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.152153] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.152221] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.152284] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.152345] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.152407] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.152468] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.152528] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.152614] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.152678] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.152737] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.152810] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.152873] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.152935] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.152996] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.153056] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.153115] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.153175] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.153235] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.153294] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.153363] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.153433] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.153495] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.153590] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.153668] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.153733] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.153794] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.153852] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.153913] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.153974] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.154034] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.154094] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.154153] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.154214] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.154284] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.154346] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.154410] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.154470] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.154529] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.154619] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.154684] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.154744] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.154803] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.154864] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.154925] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.154985] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.155046] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-29T20:35:32.155106] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.155167] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.155226] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.155305] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.155367] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.155428] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.155488] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.155550] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.155634] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.155697] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.155759] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.155819] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.155888] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.155950] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.156009] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.156070] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.156141] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.156204] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.156266] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.156325] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.156387] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.156447] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.156508] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.156567] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.156647] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.156710] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.156771] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.156840] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-29T20:35:32.156903] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.156963] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.157027] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.157105] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.157181] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.157243] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.157303] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.157363] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.157434] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.157496] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.157556] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.157653] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.157717] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.157778] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.157837] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.157898] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.157958] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.158018] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.158076] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.158137] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.158206] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.158267] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.158335] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.158397] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.158457] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.158518] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.158594] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.158659] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.158730] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.158815] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.158878] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.158938] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.158998] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.159058] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.159117] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.159177] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.159237] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.159298] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.159357] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.159417] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.159477] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.159537] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.159627] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.159698] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.159759] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.159819] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.159899] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.159960] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.160021] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.160080] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.160141] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.160202] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.160263] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.160323] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.160385] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.160449] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.160509] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.160569] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.160653] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.160714] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.160784] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.160845] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.160906] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.160967] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.161028] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.161088] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-29T20:35:32.161149] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.161209] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.161280] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.161342] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.161402] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.161462] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.161522] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.161614] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.161679] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.161740] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.161800] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.161868] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.161938] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.162006] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.162083] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.162146] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.162205] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.162266] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.162328] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.162388] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.162448] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.162508] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.162592] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.162659] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.162720] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.162780] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.162842] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.162901] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.162962] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.163021] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.163082] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.163142] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.163211] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.163273] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.163334] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.163395] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.163454] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.163513] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.163591] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.163673] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.163737] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.163799] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.163860] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.163922] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.163983] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.164044] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.164105] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.164165] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.164225] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.164286] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.164355] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.164436] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.164498] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.164559] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.164642] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.164703] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.164773] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.164834] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.164894] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.164955] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.165016] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.165085] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.165147] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.165207] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.165267] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.165327] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.165387] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.165448] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.165509] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.165569] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.165661] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.165721] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.165782] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.165850] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.165913] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.165974] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.166033] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.166094] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.166154] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.166213] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.166272] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.166333] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.166396] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-29T20:35:32.166468] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.166533] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.166619] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.166683] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.166752] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.166815] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.166876] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.166935] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.166996] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.167056] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.167116] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.167175] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.167235] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.167294] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.167362] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.167435] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.167497] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.167557] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.167638] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.167711] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.167780] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.167841] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.167900] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.167969] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.168031] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.168109] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.168172] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.168233] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.168293] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.168353] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.168413] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.168481] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.168545] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.168634] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.168699] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.168760] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.168844] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.168918] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.168980] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.169059] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.169121] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.169183] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.169254] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-29T20:35:32.169317] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.169387] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.169450] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.169511] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.169589] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.169663] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.169733] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.169796] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.169865] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.169925] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.169985] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.170046] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.170122] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.170184] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.170244] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.170305] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.170366] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.170441] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.170511] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.170591] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.170665] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.170727] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.170789] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.170849] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.170918] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.170981] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.171042] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.171100] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.171161] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.171221] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.171291] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.171354] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.171419] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-29T20:35:32.171480] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.171541] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.171625] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.171690] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.171750] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.171810] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.171870] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.171930] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.171990] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.172052] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.172130] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.172196] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.172256] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.172316] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.172375] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.172434] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.172495] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.172556] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.172638] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.172700] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.172759] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.172820] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.172880] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.172940] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.173001] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.173070] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.173133] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.173195] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.173255] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.173315] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.173375] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.173435] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.173496] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.173556] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.173653] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.173733] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.173800] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.173861] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.173923] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.173984] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.174045] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.174117] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.174181] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.174241] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.174309] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.174369] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.174430] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.174501] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.174564] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.174647] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.174717] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.174786] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.174850] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.174909] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.174969] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.175027] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.175088] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.175155] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.175219] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.175278] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.175338] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.175398] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.175458] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-29T20:35:32.175537] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.175625] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.175688] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.175749] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.175819] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.175881] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.175942] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.176002] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.176071] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.176132] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.176193] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.176253] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.176313] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.176374] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.176436] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.176496] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.176556] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.176638] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.176701] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.176769] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.176830] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.176888] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.176957] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.177021] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.177102] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.177168] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.177229] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.177289] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.177348] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.177409] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.177467] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.177527] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.177605] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.177669] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.177729] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.177790] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.177850] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.177910] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.177978] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.178048] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.178110] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.178170] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.178250] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.178311] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.178373] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.178442] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.178513] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.178594] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.178658] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.178719] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.178797] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.178868] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.178930] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.179000] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.179063] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.179124] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.179185] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.179245] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.179313] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.179377] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.179439] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.179499] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.179560] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-29T20:35:32.179641] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.179712] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-29T20:35:32.179774] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.179834] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.179893] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.179953] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.180014] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.180072] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.180133] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.180202] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.180263] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.180324] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.180393] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.180463] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.180523] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.180605] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.180670] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-29T20:35:32.180731] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.180791] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.180850] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.180909] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.180969] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.181038] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.181101] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.181161] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.181222] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.181281] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.181342] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.181402] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.181460] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.181521] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.181608] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.181672] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.181733] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.181793] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.181862] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.181935] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.181997] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.182065] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.182127] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.182202] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.182273] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.182334] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.182399] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.182460] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.182520] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.182596] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.182660] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.182732] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.182801] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.182882] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.182952] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-29T20:35:32.183023] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.183094] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.183163] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.183225] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.183284] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.183344] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.183404] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.183464] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-29T20:35:32.183524] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.183610] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.183673] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.183733] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.183811] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.183878] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.183939] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.184001] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.184069] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.184139] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.184201] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.184261] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.184321] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.184381] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.184452] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.184513] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.184593] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.184658] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.184726] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.184789] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.184857] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.184921] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.184981] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.185042] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.185102] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.185162] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.185222] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.185283] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.185343] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-29T20:35:32.185417] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.185479] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.185539] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.185620] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.185683] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.185742] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.185811] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.185876] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.185936] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.185996] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.186055] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.186123] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.186184] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.186244] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.186304] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.186372] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.186434] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.186493] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.186552] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.186632] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.186691] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.186751] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.186812] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.186882] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-29T20:35:32.186944] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.187005] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.187071] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-29T20:35:32.187133] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.187193] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.187253] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.187322] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.187384] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-29T20:35:32.187464] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.187538] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.187622] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-29T20:35:32.187686] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-29T20:35:32.187747] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.187808] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.187877] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.187938] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.188000] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.188070] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.188132] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.188201] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.188265] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-29T20:35:32.188333] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.188395] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.188456] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.188519] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-29T20:35:32.188599] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.188666] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.188736] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.188817] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.188879] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.188940] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.189001] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.189062] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-29T20:35:32.189122] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-29T20:35:32.189183] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.189242] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.189309] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-29T20:35:32.189372] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.189435] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-29T20:35:32.189495] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.189556] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.189643] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.189704] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.189764] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-29T20:35:32.189824] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.189883] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.189953] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-29T20:35:32.190016] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.190076] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-29T20:35:32.190136] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.190195] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.190255] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-29T20:35:32.190313] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.190381] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-29T20:35:32.190451] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.190514] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.190589] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-29T20:35:32.190663] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.190725] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-29T20:35:32.190787] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-29T20:35:32.190853] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-29T20:35:32.190915] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-29T20:35:32.190976] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.191036] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-29T20:35:32.191096] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-29T20:35:32.191155] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-29T20:35:32.191215] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.191285] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-29T20:35:32.191348] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-29T20:35:32.191416] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-29T20:35:32.191478] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-29T20:35:32.191537] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-29T20:35:32.193501] [INFO ] [LOCAL     ] Saved consolidated report: 3545 forecasts -> ./output/forecasts/full/2025-12-30.txt
[2025-12-29T20:35:32.193549] [INFO ] [sig       ] [54/54] Successfully generated report for 2025-12-30: 3545 entries
[2025-12-29T20:35:32.193603] [INFO ] [sig       ] ==================================================
[2025-12-29T20:35:32.193635] [INFO ] [sig       ] Report generation complete: 54/54 reports succeeded
[2025-12-29T20:35:32.879049] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-29T20:35:32.879265] [INFO ] [sig       ] Email notification sent
[2025-12-29T20:35:32.879815] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-29T20:35:32.880008] [INFO ] [STATE     ] Last completion updated: 2025-12-29T20:35:32.879884